Everything the memo draws on, kept in full so you can go to the row you need. The memo itself is here.
Everything below is the research as it was written, kept in full so you can go to the row you need. A few words you'll see: cold is what the model answers from memory with no search; live is what it answers after retrieving pages. Strong, fragile, opportunity, absent are the four states used in the grids below. Situation 12 means the twelfth of the twenty buying situations. Product truth is our internal record of what ships on which plan, from the September audit. Card numbers refer to the eighteen fix cards in section B.
| Audience | Grade | What is true | Binding constraint |
|---|---|---|---|
| Recommenders | B− | Circle places first or second when the buyer says "community," "membership," or "coaching community." Absent for newsletter plus community in cold answers, for YouTube-audience monetization (Skool wins), and for anything developer or API. Behind Mighty Networks on "best AI features" with a weaker product and a louder story. | The pages models read are competitor-owned, and Circle's llms.txt still says "community platform." |
| Operators | B | First-party hosted MCP since April 16, 2026, OAuth, read-only or full access, copy-paste setup for Claude, Cursor, and ChatGPT. Second in the creator category only to beehiiv. Shipped before Kajabi's and Whop's; Mighty and Skool have none. | Absent from the two that matter, the Claude connector directory and the official MCP registry. Present on Zapier MCP and Pipedream, which have broad reach and weak intent. Gated to Business and above; Kajabi gives it on every plan. |
| Builders | D+ | No community or membership platform is wired into Lovable, Bolt, Replit, or v0. Membership means Supabase auth plus a Stripe table. Circle's official npm SDK is dead at v0.0.4 since July 2024. | A $199 a month wall before an agent can touch anything, and no create-then-claim path. |
Across the first benchmark, Circle's own domain appeared on two of eight buyer questions. The domains that appeared most were group.app, schoolmaker.com, and mightynetworks.com. All three are competitors. Mighty ranks first for "Skool vs Circle" and "Circle alternatives." SchoolMaker owns "Circle pricing." GroupApp owns "Circle review." A buyer researching Circle reads Circle's competitors describing Circle.
The mechanism is affiliate economics. Skool pays 40 percent recurring. SchoolMaker pays 40 percent recurring. Circle paid $120 once until June 24, 2026, and now pays $100 per referral plus 10 to 20 percent recurring, tiered by volume. The pages models read have not caught up: they still say $120 once. So every reviewer had a reason to rank Skool first and write "Skool alternatives" rather than "Circle alternatives," the gap is now smaller than they think, and nobody has told them.
The facts assistants repeat about Circle that are wrong: a $49 Basic tier and a $419 or $999 Enterprise tier, none of which exist; "hidden" transaction fees, which are on the pricing page at 2, 1, and 0.5 percent; "no real courses," from before quizzes shipped; "no email marketing," which is two years stale. Circle AI, credits, the MCP server, and the newsletter are absent from cold knowledge entirely. Five or more independent pages repeat the same criticisms, fees that never reach zero, Email Hub at $99, no certificates, a 20-person live room cap, automations needing Zapier, and repetition makes an answer engine treat them as settled. Some complaints are not stale: billing after cancellation, unannounced price increases, slow support. Content can't fix those. Support and billing can.
Circle.so has no Wikipedia article. The USDC stablecoin company and Kajabi both do, and ChatGPT takes half its top citations from Wikipedia. On Product Hunt the "circle" slug belongs to the crypto company. GetApp files Circle partly under HR software. Trustpilot sits at 3.9, and much of the one-star volume appears to come from confused end members of customer communities rather than paying customers.
What is already good: the developer surface. An admin API with a full OpenAPI spec, headless member and auth APIs, SDKs in four languages, an llms.txt on both the marketing site and the docs, and a markdown twin of every docs page. Circle built the agent-facing product and then didn't tell anyone where agents look.
Twenty-eight terms, three short prompts each, answered from training knowledge with no search and then against live web retrieval. Cold rank is what an assistant believes. Live rank is what the pages it retrieves say. Sorted by status, opportunities first.
| Business type or term | Status | Cold rank | Live rank | Who wins live | The word the market uses | What is missing |
|---|---|---|---|---|---|---|
| Paid mastermind | Opportunity | 1 | absent | Mighty Networks, with a dedicated "mastermind group platform" page | none live | The sharpest gap. The assistant's own prior already favors Circle; it only lacks a citable page. Circle has no page for the term. |
| Live program or challenge | Opportunity | 2 to 3 | absent | Mighty Networks, Exercise.com, Practice Better, Heights | none; the buyer word is "challenge," not "community" | Not a recognized software category. Mighty gets credited with challenges, leaderboards, daily check-ins. Circle has every mechanic and no page saying so. |
| AI sets my business up for me | Opportunity | 3 | 2 to 5, then absent | Heights, Mighty Co-Host, Membership.io | "community platform with an AI agent that answers member questions" | The pre-Eclipse story. On the prompt closest to the Eclipse pitch, three smaller vendors say "AI builds your membership from a prompt" and Circle is absent. The category has no name yet; the phrase is unclaimed. |
| Accelerator | Opportunity | 1 to 2 | absent | Teachfloor, AcceleratorApp, Visible | startup-accelerator management software, Amazon seller programs | Circle's strongest prior in the whole research. Nobody has written for a founder coach running a twelve-week program. |
| Signature program | Opportunity | 2 to 5 | absent | nobody; e-signature software | a dead query | No platform ranks at all, so the cold prior is what buyers get. A page has no competition. |
| Paid club | Opportunity | 1 | absent | Join It, Raklet, Wild Apricot | dues-collection software | "Run a paid club online" is a cold number one for Circle and no community platform ranks for it. |
| Paid online community | Strong | 1 to 2 | 1, then absent | Skool for the creator persona; Mighty, Podia, Memberful | "community platform," grouped with Skool and Mighty; Kajabi called "digital business platform" | Wins the category prompts, loses the persona. "Creator with 50,000 followers" belongs to Skool. Third parties quote $18 a month and "0% fees," both wrong. |
| Paid Discord alternative | Strong | 3 to 5, or absent | 1 in all three | Mighty on the top slot; GroupApp with "0% fees" | "Discord alternative," monetization, courses, events, branding in one place | Circle's best live result anywhere. The prior is weak: for a gaming creator the assistant's instinct is "keep Discord, gate it with Whop." Nobody frames Circle for gamers; Guilded takes that slot. |
| Group coaching program | Fragile | 1 to 2 | 1 to 2, or absent | Kajabi, framed "all-in-one" | "community engagement, group programs, client retention" | Every Circle sentence came from Circle's own blog listicle. When that page is not in the results, Circle vanishes. Retention words, not selling words. |
| Cohort-based course | Fragile | 2 | 2 on specialist pages, 7 of 7 on generic lists | Maven, Disco, Kajabi | "community platform," "pick Circle when community is the product" | Framed as the add-on beside Teachable, not the seat. Competitor pages say Circle lacks native live video and has a "foundational" course builder. |
| Newsletter plus paid community | Fragile | 1 to 3 | 1, then absent | Substack, beehiiv, Ghost, Kit | Circle's pages say "all-in-one"; third parties say "community platform" bolt-on | First place is Circle quoting itself. The finance-writer persona drops Circle entirely. Circle's pages promise newsletter sending before it ships. |
| Whole business in one place | Fragile | 2 | 2 to 4, or absent | Kajabi, "replaces five to seven tools" | "community-first," a sub-category of all-in-one | Circle's blog holds the top-ranked page and Circle is still not in the recommended set, because the post is a neutral comparison. Mighty gets more coaching verbs than Circle does. |
| Paid group, VIP group | Fragile | 3 to 5 | 1, then absent | Telegram bots, direct-sales Facebook groups | "paid group" buyers have not decided to leave the chat app | First on the plain prompt via membership listicles and Circle's own VIP-tag help content; gone the moment the phrase becomes "VIP group" or "Telegram alerts." |
| Workshops | Fragile | 3 to 5, or absent | absent | Talkspresso, ClickMeeting, FreshLearn | "run and sell": live video, registration, payment, replay | Circle enters cold only when the assistant assumes recurrence. The unclaimed slot is "recurring workshops plus the group between sessions." |
| One-on-one coaching | Absent | absent | absent | Paperbell, Satori, CoachVantage, Practice | none; the category is "coaching software," defined by booking, packages, contracts | Low fit. An upstream stage; Circle enters at group. |
| Online course | Absent | absent | 4 on one page of five | Teachable, Thinkific, Kajabi, Podia | "community" or "course-driven membership," for people who "already have an audience" | Circle is not a "sell a course" answer in anyone's head, including the assistant's. |
| Paid membership | Absent | 3 to 5 | 3 in one cell of three | Kartra, Podia, Payhip; for podcasters Supercast, Captivate, Patreon | "community-focused," "monetizes a community" | Absent for "best platform to sell a membership" and for the podcaster, where private RSS feeds decide. Mighty has claimed "community-first membership." |
| Paid newsletter | Absent | absent | absent | Substack, Kit, beehiiv, Ghost, MailerLite | none | A clean zero in all six cells. Tables score on transaction fee and free-tier cap. January's launch needs a fee story and a cap story to enter them. |
| High-ticket offer | Absent | 4, or absent | absent | Kajabi, GoHighLevel, ClickFunnels; Teachable and Mighty via their own guides | "funnel," "coaching platform" | Circle framed as post-sale delivery, never the seller. |
| Bootcamp | Absent | 4 to 5 | absent | Teachfloor, Kajabi with a $220K case study | "LMS," "course platform" | Teachfloor lists cohorts, community, peer review, and payments in one sentence under the buyer's noun. |
| Masterclass | Absent | absent | absent | Talkspresso, FreshLearn, ClickMeeting | a one-off live event or a single course | Mighty is absent too; a category-shape problem, not a Circle ranking problem. |
| Certification program | Absent | absent | absent | Disco, "AI-native, purpose-built for training businesses" | an LMS purchase: assessment, credentials, SCORM | Disco is using Circle's positioning language on this query. The assistant is not confident Circle issues certificates. |
| Academy, school | Absent | absent | absent | Kajabi, Thinkific, Podia; lesson-booking software | a course platform; Thinkific claims "academy" on its own page | Strong non-Circle default meanings. A noun-only page will not win these. |
| Patreon alternative | Absent | 3, or absent | 3, or absent | Ko-fi, Buy Me a Coffee, Fourthwall, Gumroad, Podia | tipping, membership, shop | Circle's own blog ranks top four and still earns no recommendation for the illustrator. A real category mismatch, not stale knowledge. |
| Private podcast | Absent | absent | absent | Beamly, Supercast, Castos, Captivate, Transistor | private RSS feeds | Without a native private feed Circle cannot compete for the phrase. "Membership site for podcasters" is the winnable adjacent page. |
| Digital products, downloads | Absent | absent | absent | Gumroad, Payhip, Sellfy, Lemon Squeezy; Stan and Beacons for TikTok | storefronts and link-in-bio stores | SamCart calls itself a "digital business platform," the phrase Circle wants. |
| Templates, printables, ebooks | Absent | absent | absent | Etsy, Creative Market, Gumroad, KDP | "marketplace" | Not Circle's fight. |
| Low-ticket offer, tripwire | Absent | 5 | 4 in one cell | ClickFunnels, Systeme.io, ThriveCart; Kajabi and Podia with checkout upsells | "low-ticket funnel," "value ladder" | The deciding feature is one-click upsell at checkout, never attributed to Circle. Circle has post-checkout upsells since early 2026 and nobody can find them. |
Circle wins only when the buyer already says community. For every other word, Circle is absent, filed under "community-first," or present only because its own blog ranked and got quoted back. Outside community, no third party recommends Circle on its own for any of the twenty-eight.
The word the market attaches to Circle is community platform. The word it attaches to Kajabi is digital business platform and all-in-one. SamCart calls itself a digital business platform too. Disco calls itself AI-native and purpose-built for training businesses. Teachfloor, which never came up in the first pass, ranks on accelerator and bootcamp by telling Circle's cohort-plus-community story under the buyer's nouns.
The cheap flips are the blue rows: the assistant already believes in Circle and finds nothing to cite. Accelerator is Circle's strongest prior in the research. Signature program and paid club are dead queries where no platform ranks at all. Discord alternative is Circle's best live result anywhere, first in all three cells, and nobody frames Circle for gamers. The red rows split in two: real category mismatches like private podcast feeds and tipping, and the selling world of digital products and funnels, where the deciding feature is one-click upsell at checkout, which Circle has had since January and nobody can find.
Buyers don't type "best membership platform." They describe a situation with four requirements in it. Twenty situations in that register, each asked unaided and then with Circle named, cold and live. The named answers were scored requirement by requirement against the product-truth file from the September site audit. Situations one and two are the two prompts I asked first.
| Situation | Unaided, cold | Unaided, live | Named: capabilities | What the assistant got wrong or missed |
|---|---|---|---|---|
| 1. Coach scaling 15 one-on-one clients to weekly group calls, paid monthly | 1 | 4 | right | Cold pricing is the 2024 four-tier ladder with 4 percent fees; live pages add a phantom $419 or $499 Enterprise tier. |
| 2. YouTuber running a webinar that sells a course | 3 | absent | understated | Public RSVP, public webinars, and AI-built sales pages with checkout appear in neither training nor any page on the web, so registration and checkout were hedged. Cold suggested pairing Circle with Kajabi. |
| 3. Podcaster, 20,000 listeners, paid tier with bonus episodes and a private group | 2 | absent | right | Private podcast feed is a real gap, and the answer said so. Circle AI surfaced only because circle.so/platform/podcasters is citable. |
| 4. Teachable seller adding community and office hours, one login | 1 | 3 | partly | SSO plan gating wrong cold. Circle's own Teachable SSO help pages still rank though that app closed to new creators in July 2024. Teachable results quote Circle at $39 a month. |
| 5. Substack writer adding a paid community, keeps the newsletter | 1 | absent | partly | Cold misnames Email Hub "Marketing Hub" and assumes it reaches members only, so it hands the newsletter back to Substack. |
| 6. Consultant's $5,000 mastermind with an application | 1 | 3 | right | No page anywhere presents Circle Forms as application intake, so both modes sent the buyer to Typeform plus Zapier. Content gap, not product gap. |
| 7. Fitness coach's 30-day challenge, leaderboard, $49 entry, then membership | 2 | 2 | right | Cleanest situation. The help center's thirty-day leaderboard window matches the use case exactly. |
| 8. Six-week live cohort, 40 people, assignments, certificate, $800 | 1 | 5 | partly | Product truth says certificates exist; every 2026 review says they don't and no help article contradicts them. Needs a check on Circle's side. |
| 9. $3,000 program, application, three installments, onboarding, cohort community | 2 | 3 | right | Same application-form gap as 6. Stale "Enterprise $360" cold. |
| 10. Instagram creator selling a template pack, a course, and a community, one checkout | 3 | 2 | right | All requirements correct both modes. No third-party page mentions the AI website builder as a storefront. |
| 11. Author's paid book club | 2 | absent | right | Live results route to Substack, MemberSpace, and book-club tools. No Circle page ranks. |
| 12. Spanish teacher, students in ten countries paying in their own currency | 3 | absent | wrong | Cold said one currency per community, the requirement that decides the deal. Marketing pages say 25 local currencies; the help center can't be read by a crawler; product truth marks the count uncertain. |
| 13. Yoga studio: live classes, on-demand library, in-person tickets, own brand | 3 | absent | right | Live results route to Momence and Momoyoga. White-label plan gating inconsistent between the pricing page and product truth. |
| 14. Agency client portal with onboarding course and monthly retainer | 2 | absent | partly | Cold sent invoicing outside Circle; Stripe invoices exist. Live results are agency-portal tools. |
| 15. Church app with small groups, sermons, and giving | 5 | absent | right | Giving and pay-what-you-want are a real gap, so both modes went to Tithe.ly. Branded-app pricing is not public. |
| 16. Music producer: one-time sample packs plus a feedback membership | 3 | 4 | partly | No retrieved third-party page describes one-time digital downloads on Circle. Stale "Enterprise $360" cold. |
| 17. Career coach: template, cohort upsell at checkout, order bump, sales page | 3 | 3 | wrong | Cold denied post-checkout upsells and called landing pages thin; a 2026 article says Circle lacks landing pages, checkout, upsells, order bumps, and affiliate tracking, wrong on four of five. Order bumps are publicly undocumented. |
| 18. Leaving Kajabi at $199, dead community, clunky email | 1 | 2 | partly | Cold said courses must be rebuilt by hand and members re-enter cards; the migration service moves both. Two of three "Kajabi alternatives" lists omit Circle. Email Hub add-on breaks "same money as Kajabi." |
| 19. Beginner, 500 followers, wants a free plan | 5 | 5 | right | "No free plan, 14-day trial, starts at $89," so Circle is "graduate to it later." The pricing page shows no monthly-billing figure, so third parties fill in $99 or $129. |
| 20. 40-person SaaS wanting a customer community with a knowledge base and SSO | 4 | 2 | wrong | Cold gated all SSO to Enterprise and denied any AI support agent; Auth0 SSO is on Professional and Business, AI agents and the knowledge engine on Plus. No Circle page names a knowledge base. |
When the buyer names Circle, the capability answers are right or nearly right in sixteen of twenty. Unaided, Circle is first or second from memory in nine of twenty and absent live in nine of twenty, because the pages that rank for a yoga studio, a church, a language teacher, or an agency are vertical tools, and the pages that rank for a webinar or a podcast tier are category roundups Circle isn't in.
The wrong facts are the same every time. Cold knowledge carries the 2024 plan ladder with 4 percent fees and a retired Enterprise tier. Live pages add phantom $419 and $499 tiers and a $39 Basic. What shipped in 2026 is unfindable rather than unwritten. Public RSVP, public webinars, AI-built sales pages, post-checkout upsells, Forms as application intake, the migration service, SSO by plan, AI agents on Plus all exist as one-paragraph entries on circle.so/product-updates, which is readable and well built. But it is a changelog ordered by date, no buyer question retrieves a changelog, the feature pages that do get retrieved don't carry the facts, the community posts holding the detail render through JavaScript so a crawler or fetch tool gets the title only (a browser-driving agent does see the full post; the crawlers and fetch tools that write answers do not), and the help center serves every crawler the audit tried a Cloudflare challenge page with nothing behind it. Where a readable page exists, the answer corrects itself on the spot. The pricing page fixed every price. The migrations page fixed the whole "rebuild your courses by hand" story. The podcasters page was the only place Circle AI ever surfaced.
Real gaps for product rather than content: giving and pay-what-you-want, private podcast feeds, a knowledge base or a page saying the knowledge engine is one, and a free plan, which is January. Three things to verify on Circle's side: whether certificates exist, which plan white-label sits on, and how many currencies one community can price in.
Two passes, no customer data. The open web: search completions and questions, first-person posts on Quora, Indie Hackers, Medium, Substack, Skool, and Gumroad, the exact labels on eighteen competitor sites, G2 and Capterra categories, and the creator-economy reports. And our own files: the September business-types study and the site crawl. Reddit blocks the crawler and is a gap.
Kit's 2026 creator survey lists what creators sell: coaching and consulting 31.6 percent, courses and digital products 23.1, newsletters 16.4, e-commerce 7.5, podcasts and video 5.5, communities 5.1. The category Circle is named for is five percent of what creators sell.
"Community platform" appears in Skool's headline, Mighty's headline, and the G2 category name. Buyers say paid community, paid group, or membership site. In our own customer stories nobody calls their thing a community. They name it: Part-Time YouTuber Academy, The Lab, London Writers' Salon, Entreprenista League, PMM Camp, Jay Shetty Certification School, Notion Mastery. The buyer's noun is the container brand. The category word is ours.
My list held. Mastermind, cohort, challenge, accelerator, bootcamp, paid group, inner circle, private podcast, certification, signature program, high-ticket, digital products, Patreon alternative, paid Discord, membership site, academy, school, and club each have two or more independent buyer sources. Book club, peer group, alumni network, and collective are weak or institutional. Four terms are used at medium frequency and claimed by none of the eighteen competitors: signature program, inner circle, high-ticket, masterclass. Same for the parenting, language, and trades niches.
| Rank | Term | Who already claims it on their site | Benchmarked |
|---|---|---|---|
| 1 | digital products, digital downloads | Stan, Teachable, Podia, beehiiv, Patreon, Kit, Whop | wave 2: absent |
| 2 | mastermind | Mighty (a dedicated page), Podia; Circle has a blog post | wave 1: opportunity |
| 3 | cohort, cohort-based course | Maven, Heartbeat; Circle says "live cohorts" | wave 1: fragile |
| 4 | paid Discord server | Whop, Memberful, LaunchPass | wave 2: strong |
| 5 | challenge, 30-day or 7-day | Mighty, Everfit | wave 1: opportunity |
| 6 | group program | Podia, Kajabi, Teachable; Circle says "group program" | wave 1: fragile |
| 7 | high-ticket offer or program | nobody in navigation; Skool hosts the names | wave 2: absent |
| 8 | evergreen | Kajabi | modality |
| 9 | self-paced | Circle | modality |
| 10 | private podcast, bonus episodes | Patreon, Substack, Memberful, beehiiv, Kajabi | wave 2: absent |
| 11 | templates, presets, printables, planners | Podia, Teachable, Stan | wave 2: absent |
| 12 | paid subscriptions | Substack, beehiiv, Kit, Memberful | price shape |
| 13 | tiers, paywalled tiers | Patreon, Memberful; Circle says "paywalled tiers" | price shape |
| 14 | Patreon alternative | FanCircles; Circle has a compare page | wave 2: absent |
| 15 | workshop | Maven, Mighty, Kit | wave 2: fragile |
| 16 | 1:1 sessions | Stan, Podia, Teachable, Circle | wave 1: absent |
| 17 | academy | Thinkific | wave 2: absent |
| 18 | masterclass | nobody | wave 2: absent |
| 19 | bootcamp | Maven, Trainerize | wave 2: absent |
| 20 | paid group, VIP group, private group | Whop, GoHighLevel | wave 2: fragile |
| 21 | tripwire, low-ticket offer | Stan, blog only | wave 2: absent |
| 22 | signature program | nobody | wave 2: opportunity |
| 23 | accelerator | Maven, in course titles | wave 2: opportunity |
| 24 | certification | Maven, GroupApp | wave 2: absent |
| 25 | inner circle | nobody | not run |
Each one is written the same way: what is wrong and how we know, what it is costing, what to do, what you get, what it takes, and a no-brainer score. The score is a judgment call on effort against reward, from 1, don't do it without more evidence, to 5, obvious, do it this week. The product bets and the commercial decisions are not on this list. They are bigger levers with a worse ratio and they are in the plan.
Ranked lower on ratio: MCP read-only on every plan (a decision with an unsized cohort), the CLI as create-then-claim (a product bet, months), a Wikipedia entry (big if it lands, slow, not in Circle's control), closing the rest of the affiliate gap to Skool (Circle already moved to recurring in June; the rest is a margin decision). The page-by-page audit of the whole site, 215 pages read as a crawler reads them, is at Circle site audit for agents: eighteen fixes in this same format with scores, the product rulings needed, and every page's verdict.
Each card: what's wrong and how we know, what it's costing, what to do, what we get, effort and owner, and a one-to-five score. Effort words are the reviewers': quick is hours, medium is days, long is weeks.
Seven fixes. Each is a single component, file, tag or ticket, and each removes a wrong fact from the pages assistants already read. The cards draw on the five review tables below and, where it says so, on the benchmarks on the main page. Effort words are the reviewers': quick is hours, medium is days, long is weeks.
The five review tables, one row per page: whether a crawler can read it, the verdict, what was found with stale text quoted, the recommendation, why, effort and owner. Verdicts and effort are colored: green keep and quick, amber fix and medium, blue rewrite and merge, red retire and long. Each group ends with the pages that should exist and that reviewer's top five.
Every page was read as a crawler sees it, without JavaScript. Quotes are verbatim. Three defects repeat across the group and are referenced below as T1, T2, T3.
| URL | Crawler-readable? (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| / | Yes (1,272) | fix | Title says "A new era for digital businesses" but there is no h1, and the Organization schema description still reads "Build a home for your community, events, and courses". "community" 28 times. No price, fee, or 2026 capability in text. "Smarter funnels" though no funnel object exists. | Add an h1. Rewrite meta and schema descriptions to the digital-business line. Add one crawler-visible paragraph: what Circle is, from $89, fees 2/1/0.5 percent, what shipped in 2026. | 62 percent of ChatGPT referrals land on the homepage. Findings 1, 4. | quick | Rudy design, JK |
| /pricing | Yes (1,300) | fix | T1 in full. Plans and fees are right. SSO providers listed with no plan mapping in text. Enterprise revert will change columns. | Render plan availability as text. Add monthly prices and a fee-math example. Rename "Content co-pilot". Label add-ons. Publish a markdown twin. | Corrected every price on the spot in the benchmark. Situations 1, 9, 16, 19, 20. | quick | web eng, PMM |
| /pricing-calculator | Yes (388) | keep | Clean FAQ schema, "digital business" in h1, "14,000+ real digital businesses". Not in llms.txt. | Add to llms.txt. Add one line with Circle's own plan prices so it is not mistaken for Circle's pricing. | Selling-word page with buyer nouns. Finding 6. | quick | JK |
| /platform | Yes (1,621) | rewrite | Title "The Complete Community Platform"; "community" 45 times. Good facts buried: BNPL, installments, "100+ triggers". FAQ: "the most complete, easy-to-use, and AI-native community platform". Not in llms.txt. | Retitle to the digital-business frame. Keep the FAQ, change the category noun. Add the 2026 list with plan gating. Add to llms.txt. | The page a model reads to define Circle. Findings 1, 2. | medium | JK |
| /platform/coaching | Yes (1,782) | fix | Description says "all-in-one coaching platform" (good). Good 1-on-1 FAQ. T1, T2. No installments, BNPL, one-time packages, or application forms named. Not in llms.txt. | Name the coaching selling stack: packages, installments, BNPL, paid workshops, upsell to membership, Forms for applications. Schema question "for coaches". Add to llms.txt. | Group coaching is Fragile; Kajabi wins "all-in-one". Situations 1, 6, 9. | quick | JK |
| /coaching | Redirects to /platform/coaching | keep | 301 to the canonical page; content identical. | Nothing. | Avoids a duplicate. | quick | web eng |
| /platform/course-creators | Yes (1,518) | merge | h1 "The best courses are powered by community" frames courses as an add-on, the frame that loses to Teachable. Overlaps /platform/courses. T1, T2. | Fold the retention argument into /platform/courses as one section; redirect this URL. | Two course pages split authority and one teaches the losing frame. Cohort cell. | quick | JK, web eng |
| /platform/courses | Yes (1,714) | fix | Title has "Sell Courses" and names upsells. Missing quizzes, certificates, drip, the Eclipse builder. "63K courses" vs "48K" elsewhere. T1, T2. Not in llms.txt. | Make this the canonical sell-a-course page: pricing shapes, upsells, quizzes, certificates, drip, AI-built curriculum. Fix numbers. Add to llms.txt. | "Online course" is Absent; models doubt certificates exist. Situations 8, 18. | medium | JK |
| /platform/creators | Yes (1,638) | fix | Generic "Community Platform for Creators & Solopreneurs". "AI content co-pilot" in the feature strip. T1, T2. | Retitle to an outcome ("Turn your audience into a digital business"). Replace co-pilot with Circle AI. | Persona prompts drop Circle; the page never says what a creator sells. | quick | JK |
| /platform/newsletter-creators | Yes (1,559) | fix | Wins the newsletter-plus-community cell today. But "Offer flexible pricing models including pay-per-article and special editions" is not in product truth, and "Templates for landing pages, newsletters" reads as newsletter sending before January. T1, T2. | Remove pay-per-article until verified. State plainly: Email Hub sends broadcasts (add-on); a native newsletter product is coming. Keep the community-for-readers pitch. | Buyers arriving on the promise cannot use it until January. Situation 5. | quick | JK, product |
| /platform/podcasters | Yes (1,546) | fix | The only page where Circle AI surfaced in the benchmark. Broken FAQ: "Do you offer migration services" is answered with "I just launched my first course about 6 months ago". Steps header says "Launch your course on Circle". T1, T2. | Fix the FAQ and header. Add "membership site for podcasters" language and an honest line on gated audio. | Podcaster membership is Absent; this page is already citable. Situation 3. | quick | JK |
| /platform/youtubers | Yes (1,590) | fix | Same broken migration FAQ. Good outcome h1. Nothing on public webinars, RSVP, or AI-built sales pages. T1, T2. | Fix FAQ. Add the webinar-to-checkout sequence with plan gating. Add price and fees. | The 50K-YouTuber persona goes to Skool; situation 2 hedged checkout. | quick | JK |
| /platform/instagram-creators | Yes (1,559) | fix | "Send newsletters and updates directly from Circle, without extra tools" without saying Email Hub is an add-on. T1, T2. | Qualify the email line. Add a one-checkout example (template, course, community). | Situation 10 was right; add the storefront proof. | quick | JK |
| /platform/community-managers | Yes (1,648) | keep | Retention vocabulary fits this persona. "AI content co-pilot" in feature strip. T1, T2. | Swap co-pilot for Circle AI. | This buyer does say "community". | quick | JK |
| /platform/customer-communities | Yes (1,487) | merge | "Embed community into your product with SSO" and "built-in AI agents" with no plan gating; no "knowledge base" wording. Overlaps /plus/saas, which is noindex. T1, T2. | Merge /plus/saas into this page. State SSO and agents by plan. Call the knowledge engine a knowledge base. | Situation 20 gated SSO wrong and denied an AI support agent. | medium | JK, PMM |
| /platform/professional-communities | Yes (1,507) | fix | Only page mentioning "Screen members with applications and vetting tools" and "dues, and renewal reminders". Title "Professional Development Communities" is nobody's search term. T1, T2. | Name Forms as the application tool. Retitle toward associations, paid clubs and peer groups. | "Paid club" is a cold number one with no page. Situations 6, 9. | quick | JK |
| /membership | Yes (1,089) | fix | FAQ says "over 10,000+ members" (T3). Business card omits Circle MCP; Plus card adds "Advanced analytics" (drift from /pricing). No installments, trials, tier upgrades, upsells, or fees named. | Add the selling stack in text: billing intervals, trials, installments, tier upgrades, upsells, fees by plan. Sync cards to /pricing. | "Paid membership" is Absent; the page never says what a membership can charge. | quick | JK |
| /courses | Yes (348) | merge | Eclipse launch page. No pricing, gating, quizzes, certificates, or selling verbs. llms.txt still describes it as "drag-and-drop builder". | Redirect to /platform/courses, or make this the canonical course page. Not three course pages. | Three URLs split the one query Circle loses. | quick | JK, web eng |
| /ai | Yes (1,827) | fix | h1 "Build your digital business" but title "Build your community business" and description "your community co-pilot". "Analytics Manager" skill carries the Notification Manager text. No credits number or plan line. Never states "builds a community from a prompt". Not in llms.txt. | Fix title and description. Port the "mindfulness community" example from /eclipse-release. Add "included on every plan, 2,500 credits a month". Fix the skill card. Add to llms.txt. | "AI sets my business up" is an unnamed category three small vendors are claiming. | quick | JK |
| /ai-agents | Yes (863) | fix | FAQ: "AI Agents are included for Circle Plus customers at no additional cost in 2025." Title "Introducing". No analytics or paywall-scoped agents. | Update the plan sentence. Add "scope an agent to a paid tier" and agent analytics. | Finding 2: agents on Plus unknown to models. | quick | JK |
| /ai-workflows | Yes (758) | fix | "5,000 AI credits/month" on Plus collides with "Circle AI credits 2,500/mo" on /pricing; different meters. | Rename to "AI action credits" and add one sentence separating the two. | A model reading both pages will merge them. | quick | JK, PMM |
| /mcp | Yes (676) | fix | Canonical tag points to https://circle.so/chat, telling search engines this page is a duplicate. Not in llms.txt. Good setup steps and Business gating. No docs link, launch date, or read-only mode named. | Fix the canonical. Add to llms.txt. Link api.circle.so/mcp. Say "since April 2026" and "read-only or full access". | A good server nobody can find, and the page tells crawlers to ignore it. | quick | web eng, product |
| /eclipse | Yes (1,188) | merge | Five FAQ questions have no answers in the crawler view, including "Will these new features be available on my plan?" and "Are there any additional token costs?" Body is duplicated testimonials. | Fold into /eclipse-release or server-render the answers. | The unanswered questions are exactly what models need. | quick | web eng |
| /eclipse-release | Yes (1,421) | keep | Best "digital business" prose on the site, the prompt-to-community example, Discover and Studios. Same empty FAQs. Dated "Rollout begins today". Not in llms.txt. | Render the FAQ answers. Add a date line. Add to llms.txt. | Citable proof for the AI-builds-it category. | quick | JK, web eng |
| /plus | Yes (1,137) | fix | Strong proof; inclusions are adjectives, not a list. llms.txt describes Plus as "White-label branded mobile apps", which is wrong. | Add a plain inclusions list (up to 10 agents, AI workflows, SSO, 0.5 percent fee, 10K Email Hub contacts, sandbox, optional branded app). Fix the llms.txt line. | Plus deals need the facts in text. | quick | JK |
| /plus/saas | Yes (1,445) but noindex | merge | Best B2B FAQ on the site (SSO provisioning, API to warehouse, ROI case). Invisible to search. | Merge into /platform/customer-communities, or remove noindex. | Situation 20 had no page to cite. | quick | JK, web eng |
| /plus/branded-app | Partial (562, no h1, twelve "Loading..." placeholders) | rewrite | Crawler sees no feature list, in-app purchases, app builder detail, or pricing model. | Server-render: inclusions, IAP with store commission, push, custom screens, "add-on to Plus, quoted by sales". | Situation 15: branded-app pricing is not public. | medium | web eng, JK |
| /plus/customer-stories | Partial (218) | fix | Only three stat tiles render; story cards are JS. | Server-render the card list with one-line outcomes. | Named customer proof wins citations. | quick | web eng |
| /plus/support | Yes (762) | keep | Clear migration timelines and CSM tiers. | T3 consistency only. | Fine. | quick | none |
| /plus-sales | JS shell (94) | keep | Form page, two h1s. | One server-rendered paragraph on what Plus is. Low priority. | Not a citation target. | quick | web eng |
| /migration | Yes (1,032) | keep | Strong: source platforms, timelines, eligibility. Bug: the email section's button reads "Request course migration". "~5 business days per course" conflicts with /migration/courses. | Fix the button and align timelines. | This family corrected the Kajabi-switch story. Situation 18. | quick | web eng |
| /migration/courses | Yes (736) | fix | Internal note published in the FAQ: "This one might be worth discussing internally. We get this request often." Timeline "2-4 weeks". | Replace with the real quiz answer (not migrated today). Align timeline. | Credibility on a citable page. | quick | JK |
| /migration/email | Yes (596) | keep | Honest evaluation-gated program. | Add the source-platform list from the hub. | Fine. | quick | JK |
| /migration/payments | Yes (1,106) | keep | Clear $250K priority and "$50K and $249K" waitlist. Typo "we can connection the subscriptions". | Fix typo. | Fine. | quick | JK |
| /llms.txt | Yes (5,432) | rewrite | Opens "Circle is the all-in-one community platform" and "community-first, not course-first or marketing-first". "18,000+ communities". Links "AI Copilot" at /ai-copilot. Describes Plus as branded apps. No fees, MCP, Discover 2.0, Studios, Eclipse, /platform pages, or 2026 capabilities. "community" 257 times. | Rewrite the header as the digital-business definition with prices and fees. Add sections: 2026 capabilities with plan gating, MCP, Discover, Studios, vertical and compare pages. Fix counts. | Finding 4. An hour of work. | quick | JK |
Word counts are crawler-visible words from metrics.csv. Every page is crawlable HTML. "Content co-pilot" survives only on /brand, /2023-review and the November 2025 entry of /product-updates. Pattern on the feature pages: 2025-current copy, 2023-era FAQs, and not one names a 2026 capability in buyer words (webinar, registration, upsell, order bump, application form, sales page).
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /events | Yes (921) | fix | Teaches "virtual events for members." Never says public, webinar, registration, ticket or lead. FAQ: "Pro Plan: up to 100 total participants" and "up to 15 participants", no Business or Plus numbers, which feeds the "20-person live room cap" myth. llms.txt promises "paid ticketing"; the page never mentions paid events. | Add "Run public webinars and paid workshops": public RSVP (all plans), public live chat, recurring public events, paid tickets, every guest becomes a CRM contact. Add a plan table for stream and room limits (100/200/flexible, 15/20/flexible). Retitle "Webinars, workshops and paid events." | Finding 2: situation 2 (webinar that sells a course) was hedged because no page says registration. Kills the cap criticism. | quick | JK, PMM for limits |
| /payments | Yes (713) | fix | Fees correct (2/1/0.5). No upsell, order bump, paid ticket, tier or built-in affiliate program. "over 25 local currencies" is unverified. Migration FAQ says "FREE comprehensive migration service" with no plan gate; /customer-success gates it to annual Business+. | Add "Sell more at checkout": post-checkout upsells (live, all plans), multi-year installments, BNPL and Apple/Google Pay by name, paid tickets, subscription groups for tiers, your own affiliate program (Pro+). Verify order bumps before naming them. Add the fee math. Reconcile migration gating. | Finding 2: one-click upsell decides the tripwire cells and is never attributed to Circle. Gives "hidden fees" a citable correction. | quick | JK, product to confirm order bumps |
| /website-builder | Yes (621) | fix | No mention of AI. Sells "drag-and-drop", "100+ pre-built blocks." Says "sales pages" once. FAQ good. | Lead with the Aug 20 AI builder: describe a sales page and get it in your brand; rebuild from a URL or screenshot; SEO audit. Retitle "AI website and sales page builder." | Finding 2 and the "AI sets my business up" cell where three small vendors claim prompt-to-page and Circle is absent. | quick | JK |
| /email-hub | Yes (808) | fix | Closest to current. Missing public RSVP lead capture and forms writing to profile fields. Pricing FAQ says "you can go here" with no numbers, so an agent cannot correct the $99 figure third parties repeat. | Add the price ladder inline (free to 100 contacts, 10K included on Plus). Add a "forms as application intake" bullet. Say "newsletter" nowhere until January. | Finding 2 ("no email marketing" is two years stale; Email Hub at $99 is a load-bearing criticism with no first-party correction). | quick | JK |
| /workflows | Yes (608) | fix | FAQ: "Workflows are available on our Business and above plans." Pricing TSV gives Professional 20; verify. No revenue triggers, no AI. Engagement words only ("award badges"). | Add "Automate the sale": 21 paywall triggers, upsell accepted/declined/abandoned, change subscription, coupons. Add "Circle AI writes the workflow from a sentence." Say "branching" only once product confirms. Fix the FAQ. | Finding 6 (retention words lose to selling words); "automations need Zapier" is a repeated criticism. | quick | JK, product |
| /analytics | Yes (529) | fix | FAQ: "Filters and data grouping are available only on Circle Plus plans," likely stale since the 2024 rebuild; verify. Missing Copilot insights (ask a question, get a CSV), upsell analytics, AI agent analytics. Title "Community Analytics." | Add the three 2026 items and correct the FAQ. Retitle "Revenue and member analytics." | Finding 2. | quick | JK |
| /headless | Yes (905) | fix | Enterprise sales page ("Talk to sales" five times). Typo "Circles provides." Nothing on Admin API v2, OpenAPI, SDKs, MCP or plan gating. | Add a developer block: API on Business+, OpenAPI link, SDK languages, MCP, docs llms.txt. Fix typo. | Builders audience graded D+; the research found the developer surface strong and untold. | quick | JK, web eng |
| /integrations | Yes (234) | rewrite | The directory is JavaScript; crawlers see a filter bar, one Exit Five quote and two stats. llms.txt promises "Native connections to Stripe, ConvertKit, Mailchimp, Zapier" that the page never states. | Render the integration list as HTML grouped native / Zapier / embed, with a sentence each. Add MCP as an integration. | Finding 3 (JS pages are invisible). | medium | web eng |
| /mobile | Yes (176) | merge | 51 words of body. A download stub. | Fold into a section of /customization or /plus/branded-app, or add 200 words on what members do in the app (chat, live rooms, courses, recording). | Thin pages earn nothing. | quick | JK |
| /desktop-app | Yes (636) | keep | Current and clear. "hope to announce later this year" for branded desktop is undated. | Date or remove the promise. | Minor. | quick | JK |
| /chat | Yes (565) | keep | Solid. FAQ links point to community.circle.so posts (JS). Compares itself to "Slack and Discord." | Add one line: "a paid Discord alternative: chat spaces plus paywalls, courses and events in one place." | Discord alternative is Circle's best live result; reinforce it. | quick | JK |
| /discussions | Yes (688) | keep | Current; names AI summaries and AI workflows. "AI workflows" is Plus-only, unflagged. | Add plan tag. | Accuracy. | quick | JK |
| /gamification | Yes (460) | keep | Correct gating stated. No "challenge" language. | Add "run a 30-day challenge: daily check-ins, leaderboard, rewards via workflows." | "Challenge" cell: Circle has every mechanic and no page saying so. | quick | JK |
| /customization | Yes (770) | fix | FAQ: "on Pro and Enterprise plans, you can set up a custom domain." Custom domain is on all plans and the plan name is 2023. "Train AI agents" (Plus) unflagged. | Rewrite the FAQ against the pricing table. | Stale plan names are what models quote. | quick | JK |
| /discover | Yes (433) | fix | Every featured creator is labeled "Productivity expert", including Jay Shetty and Dana Malstaff. No FAQ, no plan note, no purchase mechanic. | Fix labels. Add: free to list on any paid plan, reviewed in 48 hours, "Join or purchase" on the listing, 100K+ visitors a month. Add FAQ schema. | Discover is an acquisition channel no competitor has; agents cannot cite what the page does not say. | quick | JK, Rudy |
| /inbox | Yes (212) | fix | Eclipse-era, thin, not in llms.txt. The only feature page that says "digital business" (three times). | Add 200 words and a FAQ (all plans; AI Inbox needs Plus agents). Add to llms.txt. | Thin page; good framing worth extending. | quick | JK |
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /studios | Yes (765) | keep | Clear done-for-you rev-share offer; "hundreds of thousands of followers" qualifier stated. Not in llms.txt. No FAQ schema. | Add to llms.txt and a FAQ. | Agents answering "who runs it for me" have no citable Circle page listed. | quick | JK |
| /academy | Yes (818) | fix | Lorem ipsum live: "Sorem ipsum dolor sit amet, consectetur adipiscing elit" on the Circle Foundations card. Title "Academy: Get Early Access" for a live product. "Community Manager Certification later this year" undated. | Replace placeholder, retitle "Circle Academy", date the certification. | Placeholder text on a page in llms.txt. | quick | JK |
| /build-a-community | Yes (370) | keep | Lead magnet; names "course, membership, or customer community." | Add "coaching program, mastermind, cohort" to the audience list. | Vocabulary finding. | quick | JK |
| /community-roi-calculator | Yes (763) | keep | Money page with real quotes (Clouse $450K ARR). "15,000+ others" stale. Calculator is JS; the prose is fine. | Update count. Add a "course or coaching add-on" note; retitle to "Membership revenue calculator." | Membership cell is Absent; this is a citable revenue page. | quick | JK |
| /demo-video | Yes (144) | retire | English title "Book a Demo" over a Portuguese page: "Conheça nossa plataforma", a Brazil sales form, "Trusted by 15,000+." | Move to /br/ and redirect /demo-video to the demo page. | Confuses the entity for any reader. | quick | web eng |
| /v3 | Yes (707) | retire | 2024 launch page: "revert back to 2.0 until November 30, 2024." | 301 to /product-updates. | Stale pages get quoted. | quick | web eng |
| /the-making-of | Yes (587) | merge | Podcast plus newsletter "every other week," while /members-only is the current twice-monthly newsletter. Two newsletter pages. | Keep as podcast archive, point newsletter sign-up to /members-only. | Duplication. | quick | JK |
| /members-only | Yes (446) | keep | Current (next issue Sep 15). Not in llms.txt. | Add to llms.txt. | Minor. | quick | JK |
| /ai-prompt-library | Yes (780) | fix | Best 2026 page in the group: names MCP and Circle AI, "build my whole community based on my website/sales page." Only 12 of 268 prompts render; the rest sit behind "Show more." Not in llms.txt. | Render all prompts or paginate with crawlable URLs. Add to llms.txt. | Finding 2: the page that proves "AI sets my business up" is mostly invisible. | medium | web eng |
| /product-updates | Yes (947) | fix | Five 2026 summaries are readable and correct (AI website builder, public webinars, MCP, Eclipse). ItemList schema lists 32 releases; 30 link to community.circle.so, which renders a title and nothing else; "Load more" hides the rest. November 2025 entry says "AI copilot." | Render all 32 summaries. Host full notes at circle.so/product-updates/slug as HTML (the Eclipse post already is). Add "now Circle AI" to the copilot entry. Add to llms.txt. | Findings 2 and 3: the only first-party record of 2026 shipping, with invisible deep links. | medium | web eng, PMM |
| /partner-directory | Yes (176) | fix | Directory is JS; 66 body words. | Render the partner list as HTML. | Finding 3. | medium | web eng |
| /customer-success | Yes (677) | fix | "13,000+ customers" stale. Migration gating contradicts /payments. | Update count, align gating with pricing, link the migration pages. | Migration service is a 2026 fact agents lack. | quick | JK |
| /affiliate-program | Yes (1143) | keep | Current: "$100 + 20% recurring" since June 24, 2026, so the research line "Circle pays $120 once" is stale. Says "AI partner that builds, runs, and grows your digital business." | Add a "how to describe Circle" block for affiliates with the 2026 capabilities and selling verbs. | Finding 5: affiliates write the listicles; give them the words. | quick | JK |
| /affiliate-faqs | Yes (150) | merge | Empty shell: h1 and "Still can't find the answer?" | 301 to /affiliate-program#faq. | Dead page. | quick | web eng |
| /brand | Yes (979) | rewrite or retire | noindex but fetchable. "monetize your community in 6 weeks or less," "all-in-one platform for building and scaling your community," Business plan lists "Content co-pilot." | If it is a paid landing page, refresh the plan lists from the pricing table and drop co-pilot; otherwise delete. | Finding 4 (co-pilot naming). | quick | JK |
| /jay-clouse-community-masterclass | Yes (419) | keep | Money words in title ("Turn Your Audience Into Revenue"), $400K proof. | None needed. | Already sells. | none | JK |
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /2024-creator-community-report | Yes (1652) | keep | Rich data: 93% of top communities charge; half use three tools or fewer. | Add a line linking findings to Circle's checkout and consolidation. | Citable evidence for "paid" and "all-in-one." | quick | JK |
| /2025-community-trends-report | Yes (1436) | keep | "one community member is worth 234 social media followers"; consolidation trend. | Keep; cross-link to /pricing and /payments. | Same. | quick | JK |
| /2026-community-trends-report | Yes (446) | fix | Mostly gated; 400 words of teaser. | Publish three trends in full on the page. | Thin pages are not cited. | quick | JK |
| /2025-community-trends-event, /2026-community-strategy-event | Yes (762, 620) | keep | Past events, on-demand. 2026 page still says "Save your seat" for Feb 3. | Change CTA to "Watch replay." | Accuracy. | quick | JK |
| /2021-review, /2022-review | Yes (207, 229) | retire | Under 130 body words each; no product facts. | 301 to /product-updates. | Dead weight. | quick | web eng |
| /2023-review, /2024 | Yes (1076, 976) | keep | Complete monthly timelines; useful "when did Circle ship X" record. 2024 calls Email Hub "Marketing Hub"; 2023 says "content co-pilot." | Add "(now Email Hub)" and "(now Circle AI)" notes. | Naming continuity. | quick | JK |
| /2025 | Yes (523) | fix | "At a glance" renders January only; Feb to Dec are empty for crawlers. Quotes are good ("My AI agent is amazing"). | Render every month's items as HTML like /2024. | Finding 3. | quick | web eng |
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /careers | Yes (879) | fix | Description: "the all-in-one community platform for creators and brands." Body: "world's leading branded community platform." Says both "200+ team members" and "160+ team members." | Use the current company description and one headcount. | Finding 4: framing lives on every page an agent reads. | quick | JK |
| /careers/ashby-* (10 postings: Lead Product Designer x2, Growth Lead Discover, Sr Brand Designer, Creative Director, Sr Engineers AI Core / Discover / CMS, Social Media Lead, Sr Quality Engineer) | Yes (789 to 1692 each) | keep | All crawlable. The Discover roles describe it well: "curated marketplace for finding and buying digital experiences." | None. | none | ||
| Legal (terms, privacy, EU and California privacy, DPA, DMCA, cookie, anti-spam, creator terms, affiliate terms) | Yes (all long) | keep | Terms and privacy updated Sep 1, 2026; privacy opens "Circle is an all-in-one community platform for creators and brands." Swap that sentence when the company line changes; nothing else. | quick | legal |
Reviewed Sep 14, 2026 against the research page, product truth (Sep 3) and the crawler fetches. All 32 pages are crawler-readable HTML; the problems are framing, missing 2026 facts, schema and llms.txt coverage.
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /compare | 2,643 | fix | H1 "20,000+ communities chose Circle"; llms.txt says "18,000+". Feature grid is unlabeled cells ("Limited / Add-on / Basic") to a crawler. Title says 14 competitors, body 17. FAQ concedes "a simple subscription newsletter (Substack does that more elegantly)". Good: prices, fees, trial, guarantee. A, C, D. | H1 to "digital businesses". Labeled HTML table. A 2026 line on every card. Fix 14 vs 17. Soften the newsletter concession before January. FAQPage. | Finding 5: the hub is what assistants cite. | quick | JK, web eng |
| /compare/vs-skool | 2,383 | fix | No Circle price; fee math is Skool-only ("$100 gone" at $1,000). "Multiple currencies (15+)" here, "25+" on vs-thinkific. Good buyer words (mastermind, high-ticket, cohorts). A, B, C. | Add the price block and a three-level fee table. Add webinars, AI sales pages, Forms, MCP. Reconcile currencies. FAQPage. | The page that should own "Skool vs Circle" cannot be cited for cost. | quick | JK |
| /compare/vs-mighty | 2,111 | fix | No Circle price. "Unlimited ... API request volume" contradicts API and MCP usage counting against credits since May 2026. Attack tone ("Mighty is stagnant"). A, B, C. | Add price and fees. Replace "unlimited API" with real limits. Name MCP (Mighty has none) and the AI website builder. Trim insults. FAQPage. | Mighty wins "best AI features" with a louder story; MCP and AI pages are the proof. | quick | JK, PMM |
| /compare/vs-kajabi | 1,446 | rewrite | Never claims "all-in-one" or "digital business platform". No Circle price; Kajabi's 0 percent fee unaddressed. "$143/month ... forced onto their $199/month plan" disagrees with $249 elsewhere. Claims Circle sells "1:1 offers", not in the selling stack. Thin. A, B, C, F. | Rewrite as the digital-business page: $89 plus 2 percent vs $143 to $179 plus 0 at three revenue levels; name upsells, AI sales pages, webinars, Forms, affiliates, MCP; concede the missing funnel object honestly. Drop "1:1 offers". FAQPage. | Finding 1: Kajabi holds "all-in-one"; this is where Circle contests it. | medium | JK, PMM |
| /compare/vs-teachable | 2,029 | keep, small fix | Best fee page: 7.5 percent Starter, Circle 2/1/0.5 with prices, plan caps, stack cost. Concedes certificates (G). No upsells (Teachable has them), AI pages, webinars. C, D. | Resolve G. Add upsells, AI sales pages, webinars. FAQPage. llms.txt. | Already citable on cost. | quick | JK |
| /compare/vs-thinkific | 2,870 | fix | "Does not currently offer native course completion certificates" (G). "Email Hub ... starting at $99/month" omits free to 100 contacts. "Upsell paths through subscription groups" ignores post-checkout upsells live since January; concedes "order bumps, abandoned cart". B, C, D. | Rewrite the commerce FAQ around real upsells, coupons, installments; verify order bumps before adding. Fix the Email Hub line. Resolve G. FAQPage. llms.txt. | Finding 2: checkout upsell is the feature "Circle has and nobody can find". | quick | JK, product |
| /compare/vs-discord | 2,103 | keep, small fix | Circle's best cell in the research. Fee math correct ($5,000: Discord ~$500, Circle $175 to $245). Claims "certificates of completion" (G). No webinars, MCP. C, D. | Resolve G. Add public webinars and the creator-with-an-audience persona. FAQPage. llms.txt. | Circle's strongest query. | quick | JK |
| /compare/vs-facebook-groups | 1,809 | fix | "Order bumps and upsells" (do not claim order bumps yet). "Facebook's average engagement rate is 0.063%" unsourced. No Circle price. RSVP named but not public RSVP. B, C, D (wrong URL). | Remove "order bumps" until documented. Add price block, public RSVP and webinar lead capture, AI pages. Fix the llms.txt URL. FAQPage. | A wrong claim on a cited page becomes a repeated fact. | quick | JK, web eng |
| /compare/vs-patreon | 1,701 | keep, small fix | Price block present; "$1,500 per month" breakeven checks. Podcaster FAQ ignores private RSS and "membership site for podcasters". C. | Add podcaster-membership wording, upsells, webinars. FAQPage. | "Membership site for podcasters" is the winnable adjacent page. | quick | JK |
| /compare/vs-podia | 1,268 | fix | No Circle price or fees (Podia Mover is 5 percent; easy win). No upsells, AI pages, webinars. Thin. A, B, C, D. | Add price and fee table, upsells (Podia has them), AI sales pages, webinars. FAQPage. llms.txt. | Cheapest page to make sell for product-seller queries. | quick | JK |
| /compare/vs-substack | 1,224 | fix | Fee block present. Promises "broadcasts, newsletters" via Email Hub; the newsletter product ships January 2027. "Early 2026" Substack facts will date. Thin. C, D. | Stay honest until January, then relaunch with the product. Add upsells, public RSVP. FAQPage. llms.txt. | "Paid newsletter" is a clean zero; only the January product moves it. | quick, medium in January | JK |
| /compare/vs-beehiiv | 1,667 | keep, small fix | Only page with "digital businesses" in H1 and body, and "Build courses, paywalls, and workflows from a prompt". Feature table is bare rows to a crawler. Same newsletter caveat. C, D. | Use its H1 as the group template. Label the table. Add price, MCP. FAQPage. llms.txt. | The frame already exists here. | quick | JK, web eng |
| /compare/vs-slack | 1,139 | fix | One-word FAQ answers ("No."). "Platform pricing (not per member)" without the number. A, B, C. | Two-sentence answers with the price; add webinars, Forms, MCP. FAQPage. | A citable answer needs a fact in it. | quick | JK |
| /compare/vs-bettermode | 2,242 | keep, small fix | Only real side-by-side price table ($199 vs $399). Claims "certificates" (G). "Eliminated its free plan in early 2026" unsourced. C. | Resolve G. Add SSO gating, MCP. FAQPage. | The model price table. | quick | JK |
| /compare/vs-hivebrite | 976 | fix | Only page naming public RSVP and checkout upsells, yet thinnest; one-line FAQ answers; no price. A, C. | Double the length: association use cases, SSO by plan, price. FAQPage. | Thin pages lose citations. | quick | JK |
| /compare/vs-higher-logic | 1,244 | fix | Claims "Completion certificates" (G). AMS answer is Zapier and API only. No price. A, C, D. | Resolve G. Add SSO (Plus), API, MCP, price. FAQPage. llms.txt. | Buyers ask about SSO and AMS. | quick | JK |
| /compare/vs-heartbeat | 1,149 | keep, small fix | Fee comparison present (5/2.5/1.25 vs 2/1/0.5). Names Analyst, Growth Marketer, Strategist, "50+ business skills": best Circle AI copy in the group. "Contact management system (CMS)" typo. No price. C, D. | Reuse its AI paragraph everywhere. Fix CMS. Add price. FAQPage. llms.txt. | Models know nothing about Circle AI; the story lives here. | quick | JK |
| /compare/vs-passion-io | 1,172 | keep, small fix | Price block present. "147% membership growth" and "Seven times higher mobile adoption" unsourced. C, D. | Source or cut the stats. Add IAP and app-builder facts. FAQPage. llms.txt. | Unsourced numbers get repeated as Circle's claim. | quick | JK, PMM |
| /compare/kajabi, /compare/mighty-networks, /compare/skool | 1 each (404) | retire | JS-shell 404s; unlinked, but assistants guess these slugs. | 301 each to the vs- page. | Guard the guessed URLs. | quick | web eng |
| /blog/skool-alternatives | 4,314 | keep, small fix | Circle first; "scaling to $5K+/mo, Circle" is selling language. "CirclePlus" label. Skool "$9" here, "$7.50" elsewhere (F). A. | Add a "what Circle sells that Skool cannot" paragraph. Fix "CirclePlus". Align prices. | Second page in the "Skool vs Circle" cluster. | quick | JK |
| /blog/mighty-networks-alternatives | 4,238 | keep, small fix | "Circle offers API access across its plans" (API is Business and above). Mighty "$79" vs "$41" elsewhere (F). A. | Fix the API gating. Align prices. Add MCP and AI pages. | Wrong plan gating on a cited page. | quick | JK, PMM |
| /blog/kajabi-alternatives | 5,739 | fix | Table: Circle "Transaction Fee 0.5–4%" (the 2024 fee). "AI Agents (Enterprise)" (plan is Plus). Kajabi Basic "$143–$179" and "$149" in one post. Cedes selling: "Kajabi optimizes for conversion; Circle optimizes for retention". A, F. | Fix 4 percent and Enterprise. Rewrite the verdict so Circle wins conversion: upsells, AI sales pages, webinars, affiliates, Forms. One Kajabi price. | Repeats the stale fee models quote; hands conversion to Kajabi. | quick | JK, PMM |
| /blog/patreon-alternatives | 6,214 | fix | "$89–$199/month plus a 1–2% transaction fee, which at $5K/month works out to roughly $140–$290" (actual $189 to $249). "Best overall Patreon alternative for community-focused creators". F. | Correct the math. Retitle "for creators who sell memberships, courses and coaching". | Wrong fee math on the page most cited for Patreon fees. | quick | JK |
| /blog/facebook-groups-alternatives | 5,090 | fix | FAQ: Circle AI is "read-only against your community data. Full general availability lands July 31, 2026" (GA passed; it executes tasks). Good: "own your entire funnel ... digital products". F. | Update the AI answer to post-GA truth with plan gating. Add public RSVP. | The July date has passed. | quick | JK, PMM |
| /blog/discord-alternatives | 6,211 | keep, small fix | Direct-answer block "Circle is the best Discord alternative for community builders who need monetization ..." is the right shape. No FAQPage schema. A. | Add FAQPage, the creator persona, upsells. | Schema is the only gap. | quick | web eng, JK |
| /blog/slack-alternatives | 4,434 | keep | Full price and plan block, webinars named, "AI Agents on Plus", Business "adds workflows, AI tools, and branding removal". Mighty "$41" (F). | Align Mighty price. Add Forms, MCP. | Best-written Circle entry; the template. | quick | JK |
| /blog/teachable-alternatives | 4,472 | keep, small fix | Fee math correct with live-stream caps by plan. "No SCORM or completion certificates" (G). Not in llms.txt. A. | Resolve G. Add upsells, AI pages. llms.txt. | Already ranks for a query where Circle is "absent". | quick | JK, web eng |
| /blog/thinkific-alternatives | 4,308 | keep, small fix | "The 0.5%–2% transaction fee is the honest trade-off" is the citable line. Gating correct. Mighty fees "2%, 1%, 0.5%" here, "3%, 2%, 1%" in the Teachable post (F). Not in llms.txt. | Align fees. Add upsells, AI pages, webinars. llms.txt. | Consistency. | quick | JK, web eng |
| /blog/podia-alternatives | 4,387 | fix | H1 shows "who've". Heading "10 Best" for nine entries. "On Circle it is a paid add-on" omits the free email tier. Not in llms.txt. A. | Fix entity and count. State Email Hub free to 100 contacts. Add upsells, AI pages, webinars. llms.txt. | Small errors read as carelessness. | quick | JK, web eng |
| /blog/hivebrite-alternatives | 3,862 | keep, small fix | SSO gating (Plus) and SOC 2 correct; migration "costs you nothing" (verify by plan). Not in llms.txt. A. | Add public RSVP and Forms for applications. Verify the migration claim. llms.txt. | Associations ask about applications. | quick | JK |
| /blog/free-vs-paid-newsletter | 2,344 | keep | Not a competitor post. Describes Email Hub newsletters accurately; does not claim the January product. Not in llms.txt. | llms.txt; revisit in January. | Safe. | quick | web eng |
| /blog/recurring-revenue-vs-one-time-sales | 3,100 | keep | Not a competitor post. Selling words, named customers, dollar outcomes. Footer "Circle The complete community platform". | Change the footer line. | Already in buyers' words. | quick | JK |
Scope: 34 blog posts, each read as a crawler sees it. All render as full HTML, so visibility is not the problem. The 429 rows in metrics.csv for eight listicles are stale; the later fetch in the .meta files returned 200 with full text.
Two patterns. The listicles that rank put Circle at number one but describe it in retention words and never name the 2026 selling stack (public webinars, upsells, installments, Forms as application intake, AI website builder, Circle AI building from a prompt). The how-tos for the words buyers use (mastermind, group coaching, cohort) are advice pieces where Circle is an aside at step five, which is why Mighty's dedicated mastermind page wins a query the assistant already leans Circle on.
Every post carries BlogPosting and BreadcrumbList schema; "FAQ" means FAQPage is also present. "llms" means listed in circle.so/llms.txt.
| URL (circle.so/blog/…) | Readable? | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| best-coaching-platforms | yes (5,682) | rewrite Circle entry | Circle #1, "best overall coaching, course, and community platform". Verdict and FAQ are retention words: "Choose Circle if community engagement, group coaching, and member retention drive your business." Prices right. Never names upsells, installments, Forms as application intake, public webinars, AI website builder, or Circle AI building the program. FAQ, llms. Mar 2026. | Rewrite the Circle entry, bottom line and FAQ in selling verbs: sell a package with installments, take applications with Forms, run a public webinar into checkout, upsell the membership after. | Finding 6: every Circle sentence the assistant used came from this page and it still did not recommend Circle. | medium | JK |
| best-community-platforms | yes (8,233) | fix | Circle #1. "Best for: creators… who value engagement, retention, and monetization." Stale "Circle serves 18,000+ communities" beside the 20K+ banner. Stale name "a co-pilot to autonomously manage community tasks". No 2026 stack. Teaches "community platform" as the label. FAQ, llms. Updated Feb 2026. | Fix count and name. Add one 2026 paragraph. Frame Circle as the digital business platform whose center is community so "all-in-one" sits on Circle's own domain. | Finding 4: Circle's own top page is where the model learns the category word. | quick | JK |
| best-membership-platforms | yes (4,743) | fix | Circle #1, "all-in-one membership and community platform". Prices and fees right. "AI Copilot and AI Workflows to automate onboarding and moderation" is the old name and hides Plus-only gating. No subscription groups, trials, installments, upsells. Schema datePublished (2026-07-31) is later than dateModified (2026-02-25). FAQ, llms. | Add sell-a-membership mechanics (tiers with proration, trials, founding coupons, upsells). Fix AI names, gating, schema dates. H1 toward "platforms to sell a membership". | Paid membership is absent for "best platform to sell a membership". | quick | JK |
| best-online-course-platforms | yes (7,801) | fix | Circle #1 with the strongest selling copy in the group; names Eclipse, Circle AI, migration. Wrong fee: "Transaction fees run 2% on Professional, 1% on Business, and 0% on higher plans" (Plus is 0.5%). Certificates are attributed to Teachable, Coursera and LearnDash, not clearly to Circle. FAQ, llms. Jul 2026. | Correct the fee. State certificates, quizzes and drip under Circle. Add installment pricing and the post-checkout upsell. | Situation 8: every 2026 review says Circle lacks certificates and no Circle page contradicts them. | quick | JK |
| best-content-creator-platforms | yes (4,560) | fix | Circle only under "Stage C: scale", as "the best community platform for building, engaging, and monetizing". The selling words sit in the Patreon, Gumroad and Podia sections. No Discover, no AI website builder. FAQ, llms. Jan 2026. | Put Circle in Stage B (first revenue) with checkout verbs; add Discover as an audience channel. | Digital products and the 50,000-follower creator belong to Skool, Stan and Gumroad. | quick | JK |
| best-event-platforms | yes (5,726) | fix | Circle #1 "for community businesses". Circle's entry never says public RSVP, public webinar, paid tickets, or guest-to-CRM; only a FAQ line says "Circle lets you run public-facing events". The buyer checklist lists "Breakout rooms" as a must-have; product truth marks them uncertain. FAQ, llms. Apr 2026. | Rewrite Circle's key features around the 2026 event stack. Soften breakout rooms until documented. Add a "webinar that sells a course" section. | Situation 2 was absent live; no page describes public webinars with checkout. | quick | JK, product on breakout rooms |
| best-white-label-community-platform | yes (7,185) | keep, minor | Circle #1 with selling copy (branded checkout, in-app purchases, launch team). "Copilot" once. The $49 flag is Uscreen's price. FAQ, llms. Mar 2026. | Rename Copilot to Circle AI. | Already the model of a listicle that earns the recommendation. | quick | JK |
| best-membership-site-examples | yes (4,438) | keep, add paragraph | Website Builder showcase; no AI website builder or recreate-from-URL (Aug 2026). FAQ, llms. Sep 2025. | Add a "built from a prompt or URL, all plans" paragraph. | Situation 10: no page mentions the AI website builder as a storefront. | quick | JK |
| best-newsletter-platforms | yes (4,745) | fix now | Circle #1 as a newsletter platform before the product ships (Jan 2027). Wrong twice: "Plans from $89/month (billed annually), flat regardless of list size" and "Circle's plan is flat, so a bigger list doesn't raise your bill." Email Hub is an add-on, free to 100 contacts, $99/mo at 10K. Not in llms. FAQ. Aug 2026. | Correct pricing to the add-on ladder. Reframe as "newsletter plus paid community" on Email Hub; hold "newsletter platform" until January. | Paid newsletter is a clean zero, and Circle's pages promise sending before launch. A wrong fee on a ranking page gets copied. | quick | PMM |
| best-ai-tools-for-community-engagement | yes (3,559) | keep | Circle #1, Eclipse dated. Retention words fit this query. Not in llms. FAQ. Jul 2026. | Add to llms.txt. | Rebuttal to Mighty's louder AI story. | quick | web eng |
| best-ai-tools-for-creating-online-courses | yes (4,575) | keep | Circle #1 with selling verbs, Plus gating stated, Discover named. The "co-pilot" flags belong to Heights. Not in llms. FAQ. Jul 2026. | Add to llms.txt. | Only page that says "AI builds the course, prices the cohort" for Circle. | quick | web eng |
| best-ai-tools-for-managing-online-communities | yes (2,702) | fix | Circle #1. Pre-Eclipse: "AI internally with Copilot, Inbox, Agents, and Workflows". Not in llms. FAQ. May 2026. | Rename to Circle AI; add to llms.txt. | Stale name. | quick | JK |
| ai-tools-for-coaches | yes (2,751) | keep | Circle is the closing pick; $89/$199 and Plus gating correct. Not in llms. FAQ. Aug 2026. | Add to llms.txt. | Correct and citable. | quick | web eng |
| ai-native-community-platform | yes (2,790) | fix | Sid's Eclipse post. Stale since GA Jul 29: "You can use them once the waitlist opens. Join the waitlist for Circle AI." Omits credits (2,500/mo) and "all plans". Title anchors "community platform". Not in llms. FAQ. Jun 2026. | Replace the waitlist line with availability and credits. Retitle toward "AI-native platform for digital businesses". Add to llms.txt. | "AI sets my business up for me" is unclaimed; three smaller vendors rank and Circle is absent. | quick | PMM |
| ai-lesson-summary | yes (1,505) | retire, 301 | Sep 2023: "Co-pilot is a feature that is part of our Community AI suite, which is available exclusively to customers on our Business and Enterprise plans." No FAQ. In llms. | 301 to /courses or /ai; remove from llms.txt. | llms.txt points agents at a 2023 product and an Enterprise plan. | quick | web eng |
| ai-qa-ideas | yes (1,558) | retire, 301 | Sep 2023, same co-pilot and "AI content writer" era. No FAQ. In llms. | 301 to /ai; remove from llms.txt. | Same. | quick | web eng |
| ai-agents-for-communities | yes (5,897) | fix | Apr 2025: "We just launched our own AI agents feature." No Plus gating, 10-agent cap, knowledge engine or inbox. No FAQ. In llms. | Add a dated 2026 block or merge into /ai-agents. | Situation 20: the assistant denied any AI support agent. | quick | JK |
| ai-workflows-for-community-management | yes (3,359) | fix | Sep 2025. No plan gating; no note that AI actions bill on a separate meter. FAQ. In llms. | Add gating and the credit note. | Keeps AI credits and workflow runs distinct. | quick | JK |
| ai-best-practices-community-content-creators | yes (3,072) | keep | Jul 2026, current, MCP named. FAQ. Not in llms. | Add to llms.txt. | Current. | quick | web eng |
| ai-community-management-builders | yes (2,449) | fix, minor | May 2026: "an AI Copilot to help you take action". FAQ. Not in llms. | Rename to Circle AI. | Stale name. | quick | JK |
| ai-customer-journey-map | yes (2,774) | fix, minor | Jun 2026: "AI Copilot is Circle's conversational assistant" plus two more. FAQ. Not in llms. | Rename to Circle AI. | Stale name. | quick | JK |
| ai-for-coaches | yes (2,369) | keep | Jun 2026. Selling words beat retention words, rare here. One "AI Copilot". FAQ. Not in llms. | Rename; add to llms.txt. | Coaching is the largest buyer segment. | quick | JK |
| ai-for-creator-entrepreneurs-leaner-business | yes (2,421) | keep | Aug 2026, current. FAQ. Not in llms. | Add to llms.txt. | Current. | quick | web eng |
| ai-for-small-business | yes (3,356) | fix, minor | Jul 2026. Three "AI Copilot". H1 says "small community business". FAQ. Not in llms. | Rename; "small digital business" in the H1. | Stale name, category word. | quick | JK |
| ai-in-community-engagement | yes (2,646) | keep | Aug 2026, current. FAQ. Not in llms. | Add to llms.txt. | Current. | quick | web eng |
| ai-in-email-marketing | yes (1,743) | keep | Jun 2026. FAQ. Not in llms. | Add to llms.txt. | Current. | quick | web eng |
| ai-lead-nurturing-tools | yes (3,096) | keep, minor | Jun 2026. One "AI Copilot"; ten "webinar" mentions, none saying Circle's are public with guest capture. FAQ. Not in llms. | Rename; one sentence on public RSVP as lead capture. | Puts the 2026 releases where a lead-gen query retrieves them. | quick | JK |
| mastermind-groups | yes (4,740) | rewrite into term page | May 2025. Title is a how-to ("Start a powerful mastermind group in 7 steps"). Circle appears at step 5 and the close, in retention words (16 selling to 93 retention). No application intake with Forms, installments, price, or upsell. No FAQ. In llms. | Keep the URL; rewrite as "mastermind group platform": buyer word in title and H1, mechanics named (application form, installments, private cohort space, live rooms, tier upsell), one real customer with a price, FAQ schema. Model on Mighty's page. | Sharpest gap in the research: cold rank 1, live absent. Situation 6 went to Typeform because no page presents Forms as intake. | medium | JK |
| group-coaching | yes (4,209) | rewrite into term page | Jun 2025, "Group coaching 101". Circle enters a third of the way in and closes on "a strong, engaged, and long-lasting coaching business and community". No price, packages, installments, paid events, upsell. No FAQ. In llms. | Keep URL; retitle "group coaching program platform"; lead with selling mechanics; add FAQ schema; keep the pricing worked example. | Fragile cell: Circle ranks only when its own listicle is retrieved. | medium | JK |
| cohort-based-courses | yes (2,877) | rewrite into term page | Feb 2025. Circle is an aside: "Tools like Circle can make managing multiple learners… easier". No price, Circle AI course builder, installments, certificates, or rebuttal to "foundational course builder". No FAQ. In llms. | Retitle "cohort-based course platform"; name the Eclipse builder, live rooms with limits, drip, certificates, installments; add FAQ schema. | Fragile cell: 7 of 7 on generic lists, framed as the add-on beside Teachable. | medium | JK |
| cohort-program | yes (4,486) | merge | Mar 2024 internal how-we-run-bootcamps guide (lock screens, invite links). Duplicates the cohort intent. No FAQ. In llms. | Fold the paywall and lock-screen setup into the rewritten cohort page; 301. | Two cohort URLs split the signal. | quick | JK |
| membership-site | yes (3,177) | fix | Apr 2026. Circle enters late; price right; upsell once. No subscription groups, trials, founding coupons, AI website builder. Selling 53 to retention 124. FAQ. In llms. | Move a "build and sell it on Circle" block into the top third; add the selling stack. | Paid membership is absent for "sell a membership"; this page ranks. | quick | JK |
| newsletter-monetization | yes (2,609) | keep, watch | May 2026. Circle framed as consolidating email, website, courses, events, payments; accurate for Email Hub. FAQ. Not in llms. | Add to llms.txt after the newsletter ships. | Does not overpromise. | quick | web eng |
| newsletter-referral-programs | yes (2,393) | keep | Jun 2026. Circle only as the reward destination. Low intent. FAQ. Not in llms. | Leave; later merge candidate. | Not a recommendation surface. | none | none |
Summary of verdicts: rewrite into term pages on the same URL: mastermind-groups, group-coaching, cohort-based-courses. Merge cohort-program into cohort-based-courses. Retire: ai-lesson-summary, ai-qa-ideas. The rest are fixes or keeps.
All are days of JK's time unless noted.
Method: read the crawler-fetched text of every page in the group; fetched each structural file live on Sep 13 as ClaudeBot, GPTBot, PerplexityBot, Google-Extended and CCBot.
| URL (/customer-stories/…) | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| agent-on-tube | yes (1,313) | keep | Service business + app; "$60K in new business", "10x ROI". Not "coaching". | Title: "coaching and done-for-you service business". | Coaching cell | quick | JK |
| augment-business-school | yes (1,132) | keep | "70x revenue growth"; Thinkific consolidation; branded app. | Add "online school / academy" to title; name plan. | Academy cell (absent) | quick | JK |
| breakthrough-facilitation | yes (902) | fix | 2020 story, no revenue, no plan. | Add cohort price and revenue, or retire. | Cohort cell | quick | JK |
| codecademy-customer-story | yes (1,302) | keep | "five platforms consolidated", API; SSO not mentioned. Not in llms.txt. | Add to llms.txt; one line on SSO and API plan. | Situation 20 | quick | PMM |
| elearning-designer-academy | yes (957) | fix | 11,000 members; says forms "on the way" (shipped). | Update forms sentence; title on "academy replaced Thinkific, Slack and Webflow". | Whole-business cell; stale claim | quick | JK |
| english-like-a-native | yes (1,818) | fix | Pasted Gwyn quote; 2021 story; no revenue. | Remove the quote; add course pricing. | Course cell; wrong fact | quick | JK |
| entreprenista-league-customer-story | yes (1,302) | keep | 300 events/yr, AI Agent deployed. Not in llms.txt. | Add to llms.txt; "paid network" in title. | Membership cell; AI agents proof | quick | PMM |
| exit-five | yes (1,489) | keep | Patreon and Facebook exit, "43% revenue growth", tiers; card says "$1M bootstrapped revenue in 2023". | Title: "membership business"; put $1M in the stat block. | Membership, Patreon-alternative cells | quick | JK |
| fifty410 | yes (1,232) | keep | Telehealth, Facebook exit, 40K members; no revenue. | Add "Facebook group alternative" phrasing. | Facebook-group migration | quick | JK |
| glucose-guide | yes (978) | keep | App builder embed; engagement only. | Add the coaching tier price. | Coaching cell | quick | JK |
| good-inside | yes (1,318) | keep | 100K parents, "from selling individual courses to a membership". | Title: "parenting membership". | Membership cell | quick | JK |
| income-school-migration | yes (2,161) | merge | Duplicates income-school-plus; h1 "Customer Stories / Customer Stories"; not in llms.txt. Good migration proof ("0 customers churned", "30 days"). | Merge into one Income School page, keeping the migration section. | Situation 18 | quick | web eng |
| income-school-plus | yes (2,373) | keep | "seven-figure revenue", replaced Wistia, three payment tools. | Put "$12K/yr saved" in the stat block. | Whole-business cell | quick | JK |
| inside-the-show | yes (1,006) | keep | Custom app in two weeks; engagement only. | Keep. | Plus proof | none | JK |
| learn-community | yes (794) | fix | Copied stat block; body has "$49 per month", "$50K". | Replace stat block with $49/mo, ~200 members, $50K. | Membership cell; wrong fact | quick | JK |
| miro | yes (907) | keep | B2B customer community, API, Email Hub. | Keep. | Situation 20 | none | JK |
| realpars-customer-story | yes (1,513) | keep | "130+ courses migrated", payments and email migrated. Not in llms.txt. | Add to llms.txt; title on "course platform to learning business". | Course cell (absent) | quick | PMM |
| roofing-and-solar-alliance | yes (1,162) | keep | Application-only, "$12K to $15K", 55% app use. Best mastermind proof on the site. | Title: "application-only mastermind"; link from a mastermind term page. | Mastermind cell | quick | JK |
| seasoned-sales-customer-story | yes (1,492) | keep | "$15K MRR in two months", three tiers, website builder, coaching for coaches. Not in llms.txt. | Add to llms.txt; title: "coaching program"; link from /platform/coaching. | Coaching cell | quick | PMM |
| shambala | yes (837) | fix | Plus plan, AI Agents; no revenue; "Website Builder launched in beta" (now GA). | Update beta wording; add course price. | Stale claim | quick | JK |
| spi-community | yes (1,327) | keep | "$700K+ membership revenue (2024)", accelerators. Best membership proof. | "Membership" in title; link from membership and accelerator term pages. | Membership, accelerator cells | quick | JK |
| talknerdytome | yes (1,354) | keep | "30+ courses off Kajabi", "$37K+ monthly revenue", newsletter via Email Hub, AI Agent at "$4,500/year". The flagged "Basic plan" is Zoom's. | Verify the AI Agent plan (product truth gates agents to Plus); link from the Kajabi compare page. | Course cell; situation 18 | quick | PMM |
| troop-hr | yes (1,351) | keep | "one-way email newsletter into a centralized platform", 80%+ retention. Not in llms.txt. | Add to llms.txt; title on "newsletter to paid membership". | Newsletter cell | quick | PMM |
| weaving-space | yes (1,585) | fix | Pasted Gwyn paragraph; no price. | Remove paragraph; add cohort price. | Cohort cell; wrong fact | quick | JK |
| whoggga | yes (2,403) | keep | "$4,200/year or $350/month", vetted application, 90% MAU. | Title: "paid club"; link from a paid-club term page. | Paid club cell | quick | JK |
| /customer-stories (index) | thin (209) | rewrite | See set findings. | Server-render the grid with business-type filters and a revenue figure per card. | Findings 1 and 6 | medium | web eng + Rudy |
Five stories to lead the weak business types: Seasoned Sales (coaching), Talk Nerdy to Me (courses, plus newsletter via Email Hub), SPI (membership), Roofing & Solar Reform Alliance (mastermind), TroopHR (newsletter into membership). Reserves: Whoggga (paid club), Exit Five (tiers, Patreon exit). Newsletter has no strong story until the January product.
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /event-hub and /event-hub/* (19) | yes (4,000 to 13,000 each; index 251) | retire or noindex | Full transcripts of 2021 to 2023 workshops, about 190,000 words, the largest text mass on circle.so after the blog. "Community" 50 to 211 times per page; "community-powered course" frames 8 titles. Index links 1 of 19 and carries the old co-pilot blurb "Meet your creative companion for brainstorming, repurposing, and refining". No Article or VideoObject schema, no dates, none in llms.txt, all 19 in the sitemap. | Noindex the transcripts, or cut each to a dated 300-word summary with VideoObject. Delete the co-pilot blurb. | Findings 4 and 6: teaches "community" at scale and predates every 2026 feature. | quick | PMM + web eng |
Stale facts taught: Write of Passage says "the world of online courses in 2022"; build-membership-community describes "Zoom and a Slack channel on the backend" as the stack; the $999 and $49 flagged by metrics are attendees' course prices, not Circle's.
| URL | Readable (words) | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| /de, /fr, /br homepages (live) and /de, /fr, /br blog pages (fetched) | yes (439 to 490 for blog) | fix | Localized homepages carry the old positioning: /de "Die komplette Plattform für deine Community", /fr "La plateforme communautaire complète" plus an untranslated "Circle is the AI-powered home for your community." English home says "A new era for digital businesses". /de/blog, /fr/blog, /br/blog serve English content under lang="de", "fr", "pt-BR"; the sitemap lists 180 localized URLs, mostly English blog pages; /de/platform/coaching is English. hreflang is consistent on page and in the sitemap. /br/precos has a monthly/annual toggle (R$471 vs R$529) the English pricing page lacks. | Port the new frame to /de, /fr, /br; noindex untranslated blog and platform pages; copy the Brazilian monthly/annual toggle to /pricing. | Finding 1; situation 19 (no monthly price) | medium | JK + web eng |
| URL | Readable? | Verdict | Findings | Recommendation | Why | Effort | Owner |
|---|---|---|---|---|---|---|---|
| circle.so/robots.txt | yes | keep | Allow all; Content-Signal: search=yes, ai-train=yes, ai-input=yes; no per-bot rules. GPTBot, ClaudeBot, PerplexityBot, Google-Extended and CCBot all get 200 on /pricing. HEAD requests get a Cloudflare 403 challenge on circle.so and help.circle.so. | Allow HEAD. | Hygiene | quick | web eng |
| circle.so/api/sitemap.xml | yes | fix | 538 URLs, no lastmod on any; missing /mcp and /coaching; 180 localized URLs. | Add lastmod and /mcp; drop untranslated locale pages. | Freshness signal for 2026 pages | quick | web eng |
| circle.so/llms.txt | yes | rewrite | Opens "Circle is the all-in-one community platform for creators, coaches, educators, and brands"; "Circle is community-first, not course-first or marketing-first"; "Used by 18,000+ communities" (site says 20,000+); "AI Copilot"; no transaction fees, no MCP, no product-updates, no event hub, 19 of 25 stories, no platform pages by business type, one "co-pilot" blog post. | Rewrite the description in the digital-business frame with the business types named; add fees, the 2026 capability page, /mcp, /product-updates, all stories and the /platform/* pages. | Finding 4; MCP unlisted; wrong count | quick | PMM |
| circle.so/llms-full.txt | yes (2.9 MB) | rewrite | 141 sources: 122 blog posts and 19 stories. No pricing, product, compare or platform page; "co-pilot" 40 times; the only Circle price is the header line. | Regenerate from product, pricing, compare and platform pages first, blog last. | Findings 2 and 4 | quick | web eng |
| help.circle.so and three articles | no (8 words) | rewrite | Every page is a 2.9 KB shell behind Cloudflare's challenge script, title only; repeated bot requests get 403. robots.txt is comment-only; /sitemap.xml redirects to /404; zero JSON-LD. | Server-render article bodies, publish a sitemap, add Article schema. Interim: mirror the top 100 articles as HTML on circle.so. | Finding 3; situations 12 and 20 | long | web eng |
| community.circle.so/c/product-updates and /august-2026-release | no (title + OG only) | rewrite | Bodies render through JavaScript; the OG description is the only readable sentence; no JSON-LD; no robots.txt (404). | Ship release notes as circle.so/product-updates/<slug> pages with full HTML; add robots.txt and Article schema; public spaces serve post bodies (product). | Findings 2 and 3 | medium; product part long | PMM + web eng; product |
| api.circle.so/llms.txt; migrations.circle.so | yes | keep | Both clean and crawlable; the API index lists Circle MCP. Neither is linked from circle.so/llms.txt. | Link both from llms.txt and the compare pages. | Operators; situation 18 | quick | PMM |
| circle.so/mcp | yes | fix | Canonical tag is https://circle.so/chat, so engines fold the MCP page into the Chat page; not in the sitemap. | Set canonical to /mcp; add to sitemap and llms.txt. | Verdict: MCP unlisted where agents look | quick | web eng |
| Structured data, sitewide | yes | fix | Organization, WebSite, FAQPage (78 pages), BreadcrumbList, BlogPosting, Article, Person. No Product, Offer, SoftwareApplication or AggregateRating anywhere, including /pricing. | Add SoftwareApplication with an Offer per plan on /pricing and home. | Fixes stale-price cells | quick | web eng |
| Blog rate limit | yes | keep | 8, 16 and 32 parallel bot fetches all returned 200 on Sep 13; the sixteen 429 rows in metrics.csv are artifacts of the larger crawl burst, not real noindex or JS-shell pages. | Re-fetch those 16 blog rows. | Data hygiene | quick | Andy |
| /customers, /case-studies, /compare/kajabi, /knowledge-base, /help, /fees, /about, /changelog | 404 | fix | Every URL an agent would guess returns 404. | Redirect to /customer-stories, /compare/vs-kajabi, help.circle.so, /product-updates. | Agents guess URLs before they search | quick | web eng |
Method: sitemap and robots fetched from circle.so; 219 target URLs fetched with a crawler user agent and no JavaScript; per-page metrics computed (crawler-visible words, title, description, h1, canonical, schema, framing-word counts, 2026 feature words, stale price words, presence in llms.txt); five review agents read the fetched text against the product-truth file and the research findings. The fixes were then ranked by hand. Raw fetches and metrics are on Andy's machine; ask him for any of them.
Eight cold prompts and eight live queries, five overlapping. Claude standing in for the other engines; see method.
| Prompt | Cold answer, no search | Live retrieval |
|---|---|---|
| Coach wants paid community plus courses | Kajabi, Circle, Skool. Circle second. | Kajabi, Podia, Circle. Circle third, "clean, branded paid memberships." |
| Best membership platform | Circle first. | Not run live. |
| Circle vs Mighty vs Kajabi | Circle wins the "community as the product" lane only. | Circle favored for community and membership, Kajabi for courses and funnels. Five of nine results are Mighty Networks pages. |
| Creator with a 50K YouTube audience | Patreon, Circle, Skool. Circle never first. | Skool, Discord, Heartbeat, Patreon. Circle in a four-name list with no description. |
| Paid newsletter plus community | Substack, beehiiv, Ghost. Circle absent. | Circle first, via circle.so/platform/newsletter-creators. A win for a product that ships in January, and a risk: buyers arriving on that promise cannot use it until then. |
| Developer and agent questions | Asked as "a Lovable or Replit app needing a community layer": Supabase plus Stripe rolled by hand. Circle absent; "vague awareness of a headless API." | Asked as "best API or MCP server for AI agents": zero community platforms returned. Circle is not losing this query, it is not considered. |
| Best AI features | Mighty Networks first, Circle second. | Not run live. |
| Cheapest paid Discord alternative | Skool, Discord plus Whop, Circle third on price. | Not run live. |
| What is Circle, who is it for | Not run cold. | "All-in-one community platform" for "brand-conscious creators who don't mind assembling a tool stack to fill the gaps." |
| Circle complaints and limitations | Not run cold. | Trustpilot 3.7 from 64 reviews at the time of the query, unannounced price increases, billing after cancellation, slow support, no quizzes or certificates, the 20-person live room cap, limited automations. |
Research tracks: twenty situational prompts, unaided and named, scored against product truth · buyer vocabulary, external and internal · long-tail benchmark, twelve business types · Claude cold-and-live benchmark · web-retrieval benchmark · Circle agent-surface audit · Circle web footprint · build-agent defaults · operator-agent channels · A+ playbooks · recommendation mechanics · pipeline sizing · agent-ready standards · competitor scorecard · contrarian review. Twelve agents, Sep 13, 2026.