01 · Two steps
Traffic didn't grow steadily. It jumped twice: in early August and on Oct 21.
8K → 110KDaily web visits, just before and after Oct 21
Growth teardown
Not a viral breakout. Two steps, both largely paid for.
Verified source on record Inferred inferred from the evidence Disputed numbers don’t reconcile Company-reported unverified
Teamily's growth came in two paid steps, reached four very different audiences, and is described with numbers that visible data doesn't support. Each card links to the section with the evidence.
01 · Two steps
8K → 110KDaily web visits, just before and after Oct 21
02 · What drove them
$280KEst. Google search spend in August, up from $3K in July
03 · Who the users are
86%Of web visits from the US in the last 28 days. Taiwan rose from 0.5% to 3.3%.
04 · Claimed vs visible
250M vs 14MClaimed monthly social views vs publicly visible October views on X, Threads/Facebook, YouTube and TikTok (~6%)
05 · Marketing vs usage
61% vs 14%Share of feature content on collaboration vs on the top 4 used features
06 · Lessons
100Peak weekly search for “teamily ai” (Oct 25), with a paid creator, not a press release
01 · Summary
Not a viral breakout: web traffic rose in two steps, first from bought Google search ads, then from paid creators plus US desktop traffic with no clear source.
This wasn't a viral breakout. Web traffic rose in two steps. The first was mostly bought Google search ads. The second came from a batch of paid creators plus US desktop traffic with no traceable source. Most of the big public numbers are inherited from an older product or come from paid exposure.
Bars = SimilarWeb monthly visits (third-party estimate; October = sum of daily data, as the monthly report isn't out). Orange line = SimilarWeb's estimated Google search ad spend, available only for Jul–Sep. Labels = drivers visible in the same period; causation is inferred.
Daily visits (Jul 18–Nov 1). Shaded bands = drivers in the same period. The steps switch on and off abruptly, and each step is about 90% direct, which looks more like ad batches starting and stopping than organic word of mouth Inferred. The Oct 11–20 dip is unexplained.
Company-reported (unverified) Third-party estimate / publicly visible
Log scale; all numbers company-reported. Gray line = two figures in the same Jul 8 Business Wire release differ by about 250×. The big numbers come from ChainOpera's crypto user pool Inferred (strong evidence: chainopera.ai gets only 1.5K–3K web visits a month).
02 · Actions
Search for “teamily ai” peaked in the week of Oct 25, alongside a paid Taiwan creator; no press release or the Nov 3 letter moved search.
Search for "teamily ai" peaked for the year in the week of Oct 25, alongside Taiwan creator Bagel's paid posts Verified. The "teamily" spike in the week of Oct 4 came from K-pop group &TEAM's mascot of the same name, not Teamily. Web traffic rose in two steps: August (about $280K in Google search ads) and from Oct 21 Causation inferred. Neither the press releases nor the Nov 3 shareholder letter produced a search peak.
Top: Google Trends weekly index for "teamily ai" (the single word "teamily" is polluted by K-pop group &TEAM's mascot of the same name, so it's not used; each region's line is normalized on its own, so compare shapes, not heights; values are relative 0–100, 0 = below the reporting threshold; no weekly data before Nov 2025). Bottom: one lane per row. Large dot = major action, small dot = minor action, hollow = inferred, bar = campaign span, curved arrow = link between actions (toggle in the legend). Click any action for details; click a point on a traffic line to see what happened 7 days either side. Drag the slider at the bottom to zoom. All company numbers are self-reported.
| Date | Lane | Action | Summary | Confidence |
|---|
03 · Timeline
For 13 months, new product shells, audiences and wire releases brought no real traffic; the volume came in two steps, in August and from Oct 21.
For the first 13 months, the team kept changing the product shell and the audience and sent out wire releases, with no real traffic to show for it. The real volume came in two steps: August (bought search) and from Oct 21 (paid creators plus US traffic from unknown sources).
Each dot is a dated event; hover for details and sources. Hollow dots are traffic or search data (SimilarWeb, Trends "teamily ai"). October is crowded, so overlapping labels hide automatically; drag the slider below to zoom in. User counts are company-reported; visits are third-party estimates.
| Stage | Dates | What they actually did | Stated target audience | Visible results |
|---|---|---|---|---|
| 0 Predecessor: ChainOpera | Jun – Sep 2025 | Multi-agent group chat; sponsored post in The Block; COAI listed on Binance Alpha, points airdrop | Crypto users | Claimed "2M+ sign-ups"; chainopera.ai gets only 1.5K–3K web visits a month Inferred: points/airdrop accounts |
| 1 Cold start | Feb – Apr 2026 | Invite codes; Chinese media coverage on the same day (Feb 13) + paid English wire release; launch wave from X AI-tool accounts | Broad audience, "a WeChat for AI" | 10K+ beta users (company-reported); only a tiny signal in Trends Verified |
| 2 Going global | May – Jul 7, 2026 | iOS/Android launch; Singapore wire release; broad Google ads begin (May 22) | Singapore professionals and creators → startup teams | 10K–40K visits a month; almost nothing from Singapore; zero search for "teamily ai" in May–July Verified |
| 3 Scale-up | Jul 8 – Oct 31, 2026 | In July, official accounts go quiet and spend shifts to Google search (estimated $280K in August); YouTube reviews mid-Aug to Sep; in October, Taiwan creator Bagel, templated posts from small IG/TikTok accounts, creator-run ads in Europe, India "ai agent" ads; offline buses and trade shows | Small businesses (<20 staff) / solo businesses (official); actual messaging varies by market: side hustles and free websites in Taiwan, making money on the side on IG | Monthly visits 42K → 470K (Aug) → 620K → 1.43M (Oct); "teamily ai" peaks in the week of Oct 25 Verified |
| 4 Victory lap | Nov 1, 2026 – | Shareholder letter + 32× long post; three paid wire releases; templated reposts from low-follower X accounts; ~70–114 posts from small #teamilyaipartner IG accounts in 3 days; first Meta brand ads; No. 2 on Product Hunt | Investors + the above | Company-reported 320K sign-ups, 20K DAU, thousands of paying users; no global search spike Verified |
There was no "biggest breakout of the year on Oct 6." That day K-pop group &TEAM launched a mascot also named "TEAMILY," and fan searches polluted the single word "teamily." The clean term "teamily ai" took its first step Oct 4–17 (57, 61) and peaked for the year in the week of Oct 25 (100), matching Taiwan creator Bagel's Facebook post Verified.
The two posts with both view and like data got only about 3 and 13 likes per 10K views.
Views and engagement don't match, which looks like paid promotion. Supporting evidence: of the quotes captured on the Oct 8 and Oct 28 posts, 14 of 20 and 33 of 40 carry the X "Paid partnership" label Verified. Much of the claimed "250M+ social views in a month" may be this kind of paid exposure Inferred.
04 · Playbook
One loop: creator content finds the hook, paid scales it, and conversion data shapes the next brief; markets start wide and narrow by paid conversion.
One loop: creator content finds the hook, paid scales it, and conversion data feeds the next brief. Markets and channels start wide, then narrow by paid conversion.
Source: Summer Chen's long post "32× Growth in One Quarter With a Small Team" (Nov 3, 2026). All numbers below are company-reported.
Main loop Verified (original: "We ran ours as one loop"). Videos that beat the threshold are flagged by the UGC Agent for the paid team to scale. The gray branch is the attribution gap Summer herself admits.
Paid platforms: Google search ads are the largest measurable paid source (SimilarWeb estimates $280K in Aug, $148K in Sep). They target competitor and free-tool keywords, not hooks found by creators Verified. So the "creator hook → paid scale" loop doesn't match what runs on Google Inferred. Meta brand ads only started Nov 3; paid social is near zero in SimilarWeb; the ChatGPT pixel is installed, but it's unknown whether ads are running.
Second loop (in-product referral): two-sided invite credits / free Plus, affiliate commissions, "Sponsor your group's AI usage", and forking other people's agents. These modules exist in the front-end code Verified; there's no data on how many sign-ups they drive.
Process Verified. The post doesn't say which markets were cut at each step or give per-market conversion rates, so no counts are shown here.
Rule: if the audience isn't ICP, the event is unrelated to the product, or the goal is unclear → cut it, "even if the attendance number looks impressive".
Summer only lists the names. The notes on the right come from site code, robots.txt, and llms.txt Verified; "SEO is brand terms only, GEO is the focus" is a judgment Inferred.
Note: the rank is by users, not paid customers. External data: Taiwan's share of web visits went from 0.16% in Sep to 3.29% in the last 28 days (#2, SimilarWeb). Taiwan's search peak was driven mostly by one paid creator, Bagel (23 posts on Threads/FB/IG, about 1.53M views, #ad). The hook was free websites and side hustles, not small business Verified.
05 · Users and ICP
Only search ads, YouTube reviews and comment-to-get-link funnels show measurable volume, and users split into four groups by market, not one ICP.
Only three sources show measurable volume: Google search ads, YouTube reviews, and the creator comment-to-get-link DM funnel. Paid X creators buy reach, PR buys credibility, and the million-plus user counts are inherited. Users split into four groups by market, not one ICP.
User and team counts are company-reported. Visits, country shares, and ad spend are third-party estimates from SimilarWeb / Semrush. Views and comments are publicly visible platform counts. The company hasn't published sign-ups by channel.
Line width = a subjective score (1–5) of evidence strength × estimated contribution, not real traffic. Green = visible data; orange = inferred; gray = destinations that produce no sign-ups. The middle column shows which SimilarWeb channel the traffic lands in. Creator links mostly open in in-app browsers or DMs, so the source is lost and recorded as Direct. The product itself runs on teamily.ai, so logged-in usage also counts as Direct.
| # | Source | Evidence | Who it reaches | Assessment |
|---|---|---|---|---|
| 1 | Google search ads | SimilarWeb spend estimate: $3.0K in Jul → $280.5K in Aug → $147.6K in Sep; 89K paid search visits over 6 months, about $4.84/visit; 137 ads across 152 countries; keywords = competitor names + free AI tool terms; #1 for "ai agent" in India since Oct 26 | US desktop, India / South Asia | Verified heavy spend; the main cause of the Aug step Inferred |
| 2 | English YouTube reviews | About 38 videos, about 780K visible views (417K in Sep); 21 carry an /i/XXXX invite code, 9 are labeled paid promotion | English-speaking AI tool fans (South Asia, English-speaking Africa) | Largest creator channel by views Verified; sign-ups unknown |
| 3 | Creator comment keyword → DM link | Visible IG comments total 21,360: gptsavyy 7,738, kats.workspace 5,378, kiwi4work 1,890, jerry.juuu 1,789; keywords TEAMILY / team / 網站 (en: website)…; askgpts uses ManyChat to send links automatically | Young people, side-hustle seekers | Tactic verified; clicks land in Direct Inferred |
| 4 | Taiwan paid creator Bagel | 23 posts on Threads/FB/IG, about 1.53M views and 5,200 comments, all #ad; FB posts on Oct 24–28 match the year's peak for "teamily ai"; Taiwan had 44.5K visits in the last 28 days (#2) | Taiwan office workers, side hustlers, people looking for free websites | Main driver in Taiwan Verified; only about 3% of total visits |
| 5 | IG partner micro-account network | 114 #teamilyaipartner posts from 20 accounts (most <1K followers), 5–11 posts each on Nov 2–4; tagged with US and Canadian cities | Young people in the US and Canada (side hustles, selling sites, coloring books) | Pay-per-post broad reach, late and small Inferred |
| 6 | Creator-run Meta ads (Europe) | 5 ads, 1–5 days each: Collin in 26 EU countries (EU reach 16,157), Antonio in Italy, mehdi in France | Marketing/ad agencies, content creators | Small Verified |
| 7 | In-product /i/ invite codes | Two-sided credits, free Plus for invites, affiliate program; all creator links carry invite codes; Telegram has credit-farming posts | — | Amplifier + source of low-quality sign-ups; no contribution data Inferred |
| — | Paid X creators / engagement pods | 77 of 604 posting accounts labeled Paid; the 198 quoters of two Nov 3 posts had median follower counts of 14–24; X ≈ 0 in SimilarWeb social referrals | — | Buys reach, not users Inferred |
| — | PR wire releases | 37 of 60 overseas articles are wire releases; no search spike after the Jul 8 or Nov 3 releases; most backlinks die after 2–3 months | Investors, AI search training data | Not an acquisition channel Inferred |
| — | Inherited from ChainOpera | 2M → 5M+ user claims; chainopera.ai gets 1.5K–3K web visits a month | Crypto points users | Only props up the big public number Inferred (strong evidence) |
No evidence found for: Hacker News, Reddit (all results are &TEAM), the Discord community (467 members), Apple Search Ads, paid social (68 visits in 6 months per SimilarWeb).
| Volume | 79.6% of web visits Apr–Sep; 85.9% in the last 28 days (1.16M visits) |
| Source | Google competitor and free-tool keywords; official X, offline; IG micro-accounts only started in Nov |
| Message | Small businesses with <20 staff, AI teammate, solo business |
| Caveat | Mostly desktop with abrupt on/off steps; automated traffic can't be ruled out Inferred |
| Volume | 0.16% in Sep → 3.29% in the last 28 days (#2); highest search share worldwide; #84 in iOS Productivity |
| Source | Bagel's paid posts + micro-accounts like kiwi4work and gptsavyy; not search ads |
| Message | Free website lists, "don't want to go to work," side hustles, "an AI LINE group"; not one post about small-business teams |
| Caveat | Mostly low-intent sign-ups Inferred; Summer's "<$20K to #3" only partly matches |
| Volume | India 6.0% Apr–Sep; Pakistan 4.4% in Sep; Bangladesh 2.0% in the last 28 days; #82 on iOS in Nigeria |
| Source | Most Google ads (IN 46, PK 27, NG 26); English YouTube reviews |
| Message | "AI PPT/Doc Generator — Free", "ai agent", internship report generator |
| Caveat | People searching for free tools; low willingness to pay Inferred |
| Volume | <1% per country; Italy's 11% in Aug was zero-dwell traffic |
| Source | Serial AI-tool promoters running their own Meta ads; Google targeting FR 28, DE 26 |
| Message | Ad agencies using 3 agents to analyze client ads; French "make money with a system" |
| Caveat | The creators' audience, not a precise ICP Inferred |
Content tagging (1,165 posts, inferred): 51% of Instagram content targets "students / side hustles"; X mostly targets "AI early adopters" and "workplace teams"; "small-business owners" are only about 3% of all content (37/1,165). Summer says Latin America was tested, but web traffic shows only Brazil at 0.5%.
"Agent Social Network"Points/airdrops to attract users
"WeChat for AI"Family / friends / community / work
"Singapore's professionals and creators"Almost no spend afterward
"building and growing a company"From idea to GTM and fundraising
"98% have fewer than 20 employees"Creators barely followed this message
Each step has a source quote Verified. But this is public positioning; the acquisition message differs by market (see above).
| Free | Up to 5 agents, limited messages; watch ads for more |
| Plus | $19.99/month (students $9.99) |
| Premium | $99.99/month |
| Pro | $199.99/month, includes AI video |
| Other | Annual plans get 2 months free; in-app prices are higher (Plus $28.99, Pro $289); Contact Sales |
The 19.9 / 199.9 in the Feb Chinese-language article is old pricing. Paid users are "several thousand," about 1–2% of sign-ups Inferred, based on company-reported figures. No named customer case studies and no customer logos on the homepage.
Top 4 uses in the shareholder letter: research, PPT/docs, video, and website building. Yet 63% of marketing content talks about "group chat / AI twins / multi-agent / memory," and only 13% covers these 4 output features Verified (by tagging). Google ads also only sell tool keywords (AI PPT / Doc / Website Generator), not "group chat."
SimilarWeb audience: 70.5% male; 27.8% aged 25–34, 23.7% aged 18–24 (6 months).
137 Google search text ads, counted by the regions listed on each ad's detail page (one ad can target several countries). These are ad counts, not spend. India has the most ads, but almost nobody in India searches the brand → it's buying broad-keyword sign-ups Inferred.
06 · Countries
Search and app ranks point to Taiwan, South Asia and Nigeria, but over 80% of web traffic is from the US; the two data sets measure different users.
Search and app ranks point to Taiwan, South Asia and Nigeria, but over 80% of web traffic (SimilarWeb) is from the US. The two data sets measure different users.
All numbers are third-party estimates or company-reported. Search uses only the clean term “teamily ai” (the bare word teamily is polluted by the mascot of the K-pop group &TEAM).
● Dot = a company claim or news action in that market and month (hover to read).
Vertical lines: May 26 Singapore · Jul 8 official launch · Oct 8 2.0 opens · Nov 3 shareholder letter / Product Hunt. Mexico, Japan and Korea are 0 all year (not shown).
Left: Google Trends regional share (12 months, low-volume countries included; based on share of searches within each region, so small regions are inflated). Right: SimilarWeb share of visits; gray = Apr–Sep combined (Aug–Sep are 93% of visits), purple = Oct 5 – Nov 1.
| Market | First signal | Peak | Channels seen | Language | Main pitch / audience | Evidence | Notes |
|---|---|---|---|---|---|---|---|
| TW | 2026-02 | 2026-10 | Search/Web traffic/Google ads/Creator content/Creator views/PR/App rank | zh-Hant | “AI version of a LINE group”; side hustle / office workers / owners cutting costs; comment “AI” or “team” to get the link | Strong | Bagel and others: 25 Threads/FB #ad posts in October (top post 890K views); Google ads only targeted Taiwan in October (4); SimilarWeb 0.47% for Apr–Sep, 3.3% in October |
| HK | 2026-07 | 2026-10 | Search/Google ads/PR/App rank | zh-Hant/en | Follows Chinese wire releases (Business Wire zh-HK) + a few reviews | Strong | One Google advertiser is TensorOpera HK Limited (21 ads); this does not mean ads ran in Hong Kong |
| CN | 2026-02 | 2026-02 | Google ads/Creator content/PR | zh-Hans | “AI WeChat” / group chat for people + agents; story for investors, talent and the Chinese diaspora | Medium | No direct payment in mainland China (no WeChat Pay/Alipay); Trends CN share of 66 likely comes from overseas Chinese / VPN users [Inferred] |
| US | 2026-02 | 2026-11 | Search/Web traffic/Google ads/Creator content/Creator views/PR/App rank | en | Small businesses under 20 staff, solo businesses, startup teams; AI teammate | Strong | Google targeting US/CA from July; official home market + offline events; SimilarWeb 80–92%, but clean-term search share only 3 |
| CA | 2026-07 | 2026-11 | Web traffic/Google ads/Creator content/Creator views | en | Same as North America | Medium | 7 Google ads; North America is a market Summer named |
| EU-DE | 2026-07 | 2026-11 | Web traffic/Google ads/PR | en/de | Google search ads (no German creators) | Medium | Google targeting DE/FR from August, widened to many EU countries in October; no German creators |
| EU-FR | 2026-02 | 2026-10 | Google ads/Meta ads/Creator content/Creator views/PR | fr | French creator “Commente GAGNANT” (system to earn money / side hustle) | Strong | Google targeting DE/FR from August; one French creator ran his own ads on Oct 29 |
| EU-other | 2026-02 | 2026-10 | Web traffic/Google ads/Meta ads/Creator content/Creator views/PR/App rank | en/it/es/pt | Ad agency uses 3 agents to analyze client ads (Collin, 26 EU countries) | Strong | October Google targeting IT/ES/NL/Nordics (20 ads); Italy's 52K visits all in August with 99.6% bounce rate, while Google did not target Italy in August → likely bot traffic [Inferred] |
| GB | 2026-02 | 2026-11 | Web traffic/Google ads/Creator content/Creator views | en | English AI tool accounts | Medium | 4 Google ads; creators mostly mixed UK/US |
| IN | 2026-02 | 2026-11 | Search/Web traffic/Google ads/Creator content/Creator views | en | Broad search ads for AI agent / free AI video, slides, report generators; Indian English AI tool accounts | Strong | Google targeting every month Jul–Oct (9–10 ads/month), the steadiest; Semrush IN paid keyword “ai agent”; search first appears in the week of Oct 11 at its peak |
| PK | 2026-07 | 2026-11 | Search/Web traffic/Google ads | en/ur | South Asian review accounts + broad-term traffic (inferred) | Medium | Google Jul–Sep often bundled with IN; SimilarWeb 2.7%; Trends appears in late October |
| ID | 2026-05 | 2026-11 | Search/Web traffic/Google ads/Creator content/Creator views | en/id | Google search ads | Strong | Google targeting from August (often bundled with PH); Trends only the week of Oct 25 |
| PH | 2026-08 | 2026-11 | Search/Web traffic/Google ads | en | Google search ads | Medium | Google targeted ID+PH in August; Trends late Oct – Nov |
| SEA-other | 2026-05 | 2026-05 | Web traffic/Google ads/Creator content/Creator views/PR/App rank | en | Singapore professionals & creators (May PR) | Strong | Almost no trace after the May PR: one Google ad targeting SG/MY in October, search ≈0; Android Thailand #287, Malaysia #580 |
| LatAm | 2026-07 | 2026-11 | Search/Web traffic/Google ads/Creator content/Creator views/PR/App rank | es/pt | Summer named it as tested | Strong | Google targeting only from October (AR/BR/CO/Spanish-speaking); Android Mexico #717; almost no creator content |
| Africa | 2026-02 | 2026-09 | Search/Web traffic/Google ads/Creator content/Creator views/App rank | en/ar | Arabic X invite posts in February; X reply accounts in November | Strong | Google Jul–Sep targeting EG/KE/NG; iOS Nigeria #82, Kenya #148; the NG one-week search spike on Sep 20 is noise |
| JP | 2026-02 | 2026-05 | Web traffic/Google ads/Creator content/Creator views | ja | — | Medium | The bare word teamily is polluted by &TEAM; clean term 0 all year |
| KR | 2026-10 | 2026-10 | Google ads | ko | — | Weak | &TEAM's home market; clean term only one noisy week in Nov 2025; 2 Google ads in October; bought Korean wire backlinks in July (for SEO, not users) [Inferred] |
| other | 2026-02 | 2026-11 | Web traffic/Google ads/Meta ads/Creator content/Creator views | en | English AI tool accounts with no location / Worldwide ads | Strong | AU/AE/BD etc. + unlocatable |
Data status: trends_clean_weekly.csv: ok; sw_countries_monthly.csv: ok; google_ads_by_country.csv: ok; creatives.csv: ok; meta_creator_ads.csv: ok; creator_content.csv: ok; other_social_posts.csv: ok; pr_coverage_cn.csv: ok; pr_coverage_global.csv: ok. Rebuild: python3 -I data/geo/build_geo.py --lang en.
07 · Channels
Most of the money goes to creators/UGC and Google search ads; official accounts are small, and reach comes from creator distribution.
Most of the money goes to creators/UGC and Google search ads. The official accounts are small; reach comes from creator distribution.
Sources: website source code, Google Ads Transparency Center, Meta Ad Library, SimilarWeb, app stores (collected Nov 2026). Company numbers are company-reported; SimilarWeb figures are third-party estimates.
| Channel | Evidence of spend | Results data | Importance |
|---|---|---|---|
| Creators / UGC | #ad, Paid partnership; screen 100 to keep 5, negotiate rates, review scripts | One UGC campaign drew 150K+ link requests in a month; Taiwan reached #3 on <$20K (company-reported) | Core |
| Creator-run Meta ads | Creators are both advertiser and payer; at least 5 creators | Reach only: Collin's ad reached 16,157 in the EU | Core |
| Google search ads | About 200 text ads, still running Nov 4 | SimilarWeb: 59% paid keywords; Paid Search is the #2 source | Core (capture) |
| Paid X creator quote posts | Several posts carry X's "Paid partnership" label | Views only: 4.37M views / 1,199 likes; @ftcarpe 61K | Support |
| In-product referral / affiliates | Code includes two-sided invites and affiliate payouts; creator links carry /i/ codes | No data | Support (amplifier) |
| Bus ads / trade shows | 130 buses in SF; 4 trade shows (incl. TechCrunch Disrupt booth A7) | No data (Summer: small early budget) | Support |
| Events | LA creator night with 100 people, free Pro on site | About 200-person event, 5M online reach (company-reported) | Support |
| PR wire releases | Business Wire / PR Newswire; The Block and GeekWire pieces look sponsored | No data | Support |
| App stores | No evidence of Apple Search Ads | Play 100K+ downloads; only 9 iOS ratings | Support |
| Meta brand ads | About 10 ads, started only on Nov 3 | EU reach of just 8 people | Pilot |
| ChatGPT ads | oaiq pixel installed; unknown whether ads are running | No data | Pilot |
| GEO | llms.txt about 31 KB, about 50 category terms; GPTBot and others allowed | No data | Pilot |
| Campus | Summer lists it as a pilot channel; $9.99 student price | Play reviews include student users | Pilot |
| SEO | Sitemap has only 10 URLs; blog stopped on Jul 11 | 41% organic keywords, mostly brand terms | Minimal |
| Product Hunt | Launched Nov 3 | #2 of the day, 367 votes, 200 comments; sign-ups unknown | Minimal |
| Owned social | IG / TikTok / YouTube / Discord / X all active | Few followers on every account (see section 6) | Minimal |
Source: Google Ads Transparency Center, teamily.ai. Ad counts aren't spend; one ad can target several countries, so countries overlap.
Social referrals: YouTube first, then Instagram and WhatsApp.
SimilarWeb paid tier, Apr–Sep (US at 85.9% in the last 28 days). India has the most Google ads, but about 80% of site traffic is in the US: ad counts don't map to actual spend or traffic.
Google Ads AW-18110929597 + GA4 + GTM Meta Pixel 2306850063429163 OpenAI Ads oaiq (bzrcdn.openai.com)// rareAdSense account tag// may be monetizing with adsPostHog product analytics// No AppsFlyer / Adjust / Branch (web only checked)
gclid wbraid gbraid// Metattclid// TikTok (possibly just reserved)msclkid// Bing (possibly just reserved)oppref obref utm_*
| Account | Followers | Dates | Region | Hook (comment keyword) |
|---|---|---|---|---|
| Collin Gourley @shot_by_cg | 3.7K | Oct 13–15 | 26 EU countries, reach 16,157 | "Comment TEAMILY"; 8 versions; an ad agency uses 3 agents to analyze client Meta ads |
| HackwithAntonio | — | Oct 15 | — | "Comment 'LOOP'"; 4 agents run a content pipeline; lands on teamily.ai/i/JMNSK4 |
| mehdi.ghazzai (Systemegagnant.fr) | IG 60.8K | Oct 29 | France | "Commente GAGNANT" (French) |
| Tomas Milinavicius | — | Sep 15–20 | — | — |
| Dimytechhub | — | Sep 5 | — | — |
| For comparison: brand page Teamily AI | 44 | Nov 3–4 | Worldwide 18–65+, EU reach 8 | No hook; the same 0:38 video, about 10 ads |
Sources: Meta Ad Library (Collin), creator ad, brand page. Each creator ad ran only 1–5 days (many for "23 hours"), as vertical UGC talking-head videos with #ad. Teamily pays, creators run the ads themselves, and branded Partnership Ads aren't used Inferred.
Summer says one UGC campaign had 150K+ people ask for the link in comments within a month (company-reported). The invite-code link does double duty for referral rewards and affiliate attribution.
| Android | Rank | iOS free | Rank |
|---|---|---|---|
| Thailand | #287 | Nigeria | #82 |
| Malaysia | #580 | Taiwan | #84 |
| Spain | #599 | Kenya | #148 |
| Mexico | #717 | Hong Kong | #230 |
| US | #1,137 |
iOS Taiwan at #84 is consistent with Summer's claim that Taiwan rose to #3 by users.
08 · Features
The pitch is humans and agents working together, but users come for research, slides, video and websites; marketing volume runs opposite to usage.
The pitch is "humans and agents working together." Users actually use it for research, slides, video and websites. Marketing volume runs opposite to the usage ranking.
x = date, y = feature (sorted by launch date). Hover a dot for its title; use the slider below to zoom. Creator content clusters in February and November: February is the beta with invite-code requests, November is the widely shared shareholder letter. Undated Instagram / TikTok content is not shown.
Bar = posts matched to the feature (official / creator / ads). Purple label = position in the shareholder letter's usage ranking; rank only, no volumes.
Audiences come from content tagging (taxonomy_icp). "AI enthusiasts" are mostly beta-period reposts, not paying users.
Launch date = first public appearance described as usable (official X / media / changelog / iOS release notes / third-party posts). Confidence: high = official source; medium = media or indirect description; low = third party or use-case packaging. Lag = first marketing − launch (days); negative = marketing before a confirmable launch, or rule-tagging noise. Numbers are company-reported or third-party collected.
09 · Content
Micro / UGC accounts posted the most (62% of 1,165 posts), but owned accounts got 59% of all views.
Of 1,165 posts, the Micro / UGC channel has the most (62%). The Owned channel gets 59% of all views.
Scope: public content collected for this study (not a full census). Views and engagement are the values platforms display. Owned follower counts are from profile pages on Nov 5, 2026. Post counts Verified. ICP, use case and feature are tagging results Inferred. Sources: data/content_tagged.csv, data/creator_content.csv, data/creator_roster.csv, data/creator_stats_direction.csv, data/creator_stats_market.csv, data/creator_stats_weekly.csv, data/own_accounts.csv, data/trends_charts.json.
Right chart: creator reach = sum of followers of every KOL / KOC / micro account that posted on that platform (accounts deduplicated, audiences not). Log scale.
Cell number = posts. Hover to see total views and the top post. Click a cell to open that post.
Line width = posts (not views).
By stage = share (100% stacked; n on top = posts in that stage). By week = post count; undated posts are left out. Stages: 0 ≤ Dec 2025 · 1 Jan–Apr · 2 May–Jul 7 · 3 Jul 8–Oct · 4 ≥ Nov 1.
Bar = mean views per post; dot = median. Gray bars have n<5; don't draw conclusions from them. One viral post can lift the mean, so check the median.
Click a header to sort. One row = one account × platform.
10 · PR
PR is credibility material for investors and AI search: global coverage is almost all paid wire releases, and search didn't move after any wave.
PR is credibility material for investors and AI search, not a user channel. Almost all global coverage is paid wire releases, and search did not move after any wave.
All figures (users, funding) are company-reported and repeated as-is by outlets. Type rules: pages marked SPONSORED / paid press release / contributor = clearly paid Verified. “Suspected arranged post” = no ad label, but same-day release, shared press kit or reused sentences Inferred.
One dot = one original article; bigger dots have more reprints (the Korean syndication counts as 75 sites). Click a dot to open the article. Gray line = Google Trends “teamily ai”, worldwide weekly index (from Nov 2025, right axis). After Feb 13 search moved only slightly (weekly peak 17), it was 0 after May 26 and Jul 8, and it dipped in the week of Nov 3. Search reached 100 in October, when there were no new wire releases (that period had creators, UGC and search ads). Verified
| Wave | Date | Channel / wire service | Outlets | Angle | Claimed numbers | Purpose |
|---|---|---|---|---|---|---|
| ① ChainOpera crypto phase | Dec 2024 – Oct 2025 | The Block SPONSORED ×3; crypto newsflashes | The Block, SiliconANGLE, LABJ, PANews, Odaily, 深潮 (TechFlow), Cryptonomist | Funding / growth data | $17M seed; 1M+ DAU, 150K+ paying; 2M users | Token and funding story (the subject is ChainOpera, not Teamily) Inferred |
| ② Chinese + English launch | Feb 12–13, 2026 | ACCESS Newswire (EN); one shared Chinese press kit | 量子位 (QbitAI), 机器之心 (Synced), 36氪·智能涌现 (36Kr Emergence), 划重点 (KeyPoints); Yahoo Finance; Feb 15: 硅星人 (Silicon Star), 晚点 (LatePost) | Category first / founder story / WeChat comparison | $20M raised; “previous version had 3M sign-ups” | Fundraising: 36Kr quotes “a new round planned for March”; endorsement in Chinese VC/FA circles Inferred |
| ③ Contributor post + second push | Mar 6 / Mar 12, 2026 | Forbes contributor + podcast; 新智元 (AI Era) | Forbes (Charlie Fink), AI/XR Podcast; 新智元 (AI Era) and reprints | Review / riding the “WeChat AI” news | 10K+ beta users; “a year ahead of WeChat” | Re-exposure during the funding window; US credibility Inferred |
| ④ Going global: Singapore | May 26, 2026 | PR Newswire APAC | Straits Times (paid section), Manila Times, Tirto, Kosmo, Thailand Business News | Going global / national AI strategy | 4.5M+ sign-ups; US$20M seed | Government / channel endorsement; no local tech outlet followed up Inferred |
| ⑤ Official launch | Jul 8–27, 2026 | Business Wire multilingual + Simplified/Traditional Chinese; Korea Newswire | Yahoo, StreetInsider, MarTech Series, 中央社訊息平台 (CNA PR Wire), Yahoo奇摩 (Yahoo Taiwan), ~75 Korean local sites | Product launch (ICP shifts to startup teams) | Product stack 5M+; 20K seed users from public beta, hundreds paying | Launch credibility + one-off backlinks Inferred |
| ⑥ Fall piece | Oct 28, 2026 | GeekWire Contributor Content | GeekWire | Industry trend / big-tech comparison | Teamily 200K; TensorOpera 5M | Credibility material Inferred |
| ⑦ Growth announcement | Nov 3, 2026 | Business Wire + PR Newswire + PressAdvantage→XPR→Gannett; Product Hunt the same day | Yahoo, AFP, FinancialContent, AETOSWire, Akron Beacon Journal, Des Moines Register | Growth data / gross margin / funding comparison | 10K→320K sign-ups (32×); 20K DAU; positive gross margin | Pre-fundraise growth update, written for investors Inferred |
Wire services stepped up each wave: ACCESS → PR Newswire APAC → Business Wire multilingual + Korea Newswire → three wires on one day. Verified Global releases only tell the FedML → TensorOpera → Teamily story and never mention ChainOpera; the February Chinese articles don't either. Verified
Log scale. Purple = numbers from the legacy user pool / product family (ChainOpera, TensorOpera); green = Teamily's own numbers. On Jul 8 the same BW release gave both 5M and 20K; on Nov 3 the figure became 320K. “US$20M seed” never changed. Verified The big numbers come from the old ChainOpera/TensorOpera pool. Inferred
The Block, Aug 2025, marked SPONSORED: ChainOpera 2M users
36氪 (36Kr), Feb 13, 2026: “previous version 3M sign-ups”
PR Newswire, May 26, 2026: 4.5M+ sign-ups
Business Wire, Jul 8, 2026: 5M+ and 20K seed users in one release
Forbes contributor, Mar 6, 2026: 10K+ beta users
GeekWire Contributor Content, Oct 28, 2026Left: by article (reprints included). Global: 37 wire releases, 3 sponsored, 3 contributor. Chinese: only Business Wire and 中央社訊息平台 (CNA PR Wire) are confirmed paid; none of the top AI outlets labeled an ad. Right: one article can have several angles.
新智元 (AI Era) on Mar 12 shares 12% of its 14-character snippets with 量子位 (QbitAI) on Feb 13, including whole sentences and the closing line. It also stitches in paragraphs from 机器之心 (Synced, 4.4%) and 智能涌现 (36Kr Emergence, 2.9%). The same material was pushed again a month later. Verified
The four Feb 13 articles (量子位 / 机器之心 / 智能涌现 / 划重点) overlap only ~1% in body text, but use the same press kit:
→ Same embargo date and the same press kit: a coordinated release.
Of the top 100 referring domains in Semrush, 75 are Korean local sites from Korea Newswire syndication (same IP range 121.254.217.x, ~15 backlinks each). They first appeared 7/13–8/2, right after the Jul 8 BW release.
Month last seen: Aug 14, Sep 33, Oct 27, Still live in Nov 1. 74 were gone before November (Semrush marks 31 as lost). Wire backlinks are temporary and add authority only briefly.
Screenshot: Semrush referring domains
| Region | Type | Date | Outlet | Title | Angle | Article | Archive |
|---|
Archive = article text saved under report/raw/pr/. Blank = page is offline or blocks scraping; only search results remain as evidence.
Data: pr_coverage_cn.csv (46), pr_coverage_global.csv (60), pr_outlets_*.csv, semrush_backlinks.csv, trends_charts.json. Rebuild: python3 -I data/pr/build_section10.py --lang en
11 · Lessons
Copy the tactics: search ads as a demand test, one message per market, comment keywords for attribution. Not the numbers or the hype.
A few specific tactics are worth copying: use search ads to buy demand signals, change the message by market, and attribute each creator with comment keywords. The numbers and the hype around them are not.
| Tactic | Teamily's evidence | How to apply it |
|---|---|---|
| Search ads on competitor + free-tool keywords | Est. $280K spend in Aug, monthly visits ×11; keywords include perplexity ai, timely ai, free ai video generator Verified. Ads sell "AI PPT / Doc Generator — Free", not a concept | Write ad headlines about a concrete output ("Make an XX in one sentence"), not a platform concept. Test keywords on a small budget first, and keep them based on paid conversion, not visits |
| English YouTube reviews | About 38 videos, about 780K visible views, 21 with /i/ invite codes; the largest creator channel by views Verified | Find AI tool reviewers (50K–500K subscribers), give each one an invite code, and track sign-ups and payments by code |
| Comment-to-get-link | gptsavyy got 7,738 comments, kats.workspace 5,378; kiwi4work uses a new keyword per post to tell which one drove results Verified | One keyword + one invite code per video, with auto-DMs via a tool like ManyChat. Treat comment counts as a demand signal |
| One message per market | Taiwan: "free websites / don't want to go to work / an AI LINE group"; IG: side-hustle income; YouTube: "I built an AI team"; official channels: small business Verified | Write 2–3 hooks for the same product by market and platform, run them separately, and track conversion separately |
| Low-CPM market + one local creator | In Taiwan, Bagel alone posted 23 times for about 1.53M views; share went from 0.16% in Sep to 3.29% in the last 28 days Verified. Summer says total spend was <$20K (company-reported) | Pick one Chinese-speaking or Southeast Asian market, start with 1 local mid-tier creator, and check whether search and sign-ups move with it |
| Re-rank markets by paid conversion | Summer: "Sign-ups showed us where curiosity was" Verified (quote) | List sign-ups → paid by market in the weekly report and reallocate budget every week |
| Break out Direct traffic | The product runs on the main domain; Direct was 93% in Oct, mixing product usage, DM links, and likely bot traffic | Measure the marketing site and the product on separate domains or paths; tag every landing link with UTMs + an invite code |
| Question | Why it matters |
|---|---|
| Where the US traffic in the Oct 21 step came from | 1.16M US visits in the last 28 days; Taiwan and India explain only a few percent. It could be ads, product usage, or bots |
| Sign-ups and payments by channel | No channel has sign-up numbers, so causality can only be inferred from timing |
| Google spend in Oct | SimilarWeb only goes through Sep; Semrush only captured "ai agent" in India |
| Creator rates and total budget | The only figure is Taiwan's company-reported "<$20K" |
| Retention, paid rate, ARPU | These decide whether this acquisition model pays back; the only reported figures are "several thousand paid users, 20K DAU" |
| Real volume on TikTok and the DM funnel | TikTok scraping was blocked; the "150K people commented for the link" claim is about 7× higher than visible data |
12 · Evidence
Every key number and tactic is backed by a screenshot of the original post, release or ad library; figures are company-reported unless marked SimilarWeb.
Every key number and tactic can be traced to the original posts, wire releases, or ad libraries. All numbers are company-reported; the only third-party data is SimilarWeb estimates.
Screenshots taken Nov 5, 2026. Yellow highlights were added when capturing. X posts are shown in the original language (no browser translation); the @liambraus post uses X's built-in Spanish-to-English translation. Colored outlines were added for this report: orange = company-reported, blue = third-party data, green = directly verifiable fact. Click an image to enlarge; "Original" opens the unedited capture.
CEO post: "10K → 320K customers in one quarter, 100+ countries, 100M+ messages"; 909K views / 1.2K likes (the image is a counting animation; the captured frame shows 10,000) Verified
Shareholder letter: "10K → 320K sign-ups, 32×, 217.5% monthly compound growth"; claims to have passed Town/Viktor/wabi/cue on SimilarWeb; the post has 1M views Verified
Shareholder letter: "several thousand paid users, 20K DAU, 10K company teams, about 35% of 100M messages AI-generated"; offers enterprise private deployment Verified
Shareholder letter: 6 agent tasks per human-agent group per day + chart of top tasks (deep_search first) Verified
Tested paid/creators/UGC across 20 markets; ranked by sign-ups first, then re-ranked by paid conversion and "the map changed"; focused on 5–10 markets after a month; Taiwan went from outside the top 50 to #3 on <$20K, thanks to low CPMs and low AI fatigue Verified
9 channel types in parallel in month one (creators/UGC/paid/SEO/GEO/offline/events/campus/referral); small early offline budget; weekly reallocation Verified
Winning creator/UGC hooks → moved into paid → paid data feeds the next creator brief; one UGC campaign had 150K+ people ask for the link in comments within a month Verified
The Block, Aug 20, 2025, labeled SPONSORED: "ChainOpera has 2M users and 50K developers, a WhatsApp-like agent social network" Verified
Source: theblock.co · Original
36Kr, Feb 13, 2026: "The previous version had 3M registered users; the new version builds seed users through invite codes"; pricing free / $19.9 / $199.9 Verified Inferred: the 3M are previous-generation (ChainOpera) accounts
Business Wire, Jul 8, 2026: the same release says the "product stack serves 5M+ users" and "about 20K seed users signed up in the past three months, with a few hundred paying customers" Verified Inferred: the 5M reuses the old ChainOpera user pool
Source: businesswire.com · Original
Ads on 130 buses ahead of SF Tech Week (Golden Gate Transit bus wrap); the post has only 5,961 views Verified
2.0 launch post: "150K small-business owners and employees use it," "36M small businesses in the US"; 4.3M views vs 1.2K likes Verified Inferred: unusual view-to-like ratio → likely paid promotion
Homepage hero positioning: "The Human–Agent Platform…"; primary CTA is download for macOS / Web Verified
Source: teamily.ai · Original
Current pricing: Free $0 / Plus $19.99 / Premium $99.99 / Pro $199.99 (monthly; adds a $99.99 tier since the Feb coverage) Verified
Source: teamily.ai · Original
Google Ads Transparency Center: about 200 ads pointing to teamily.ai; advertisers Teamily Inc + TensorOpera HK Limited (previews didn't load) Verified
Source: adstransparency.google.com · Original
Website source (yellow highlights added when capturing): gtag AW-18110929597, OpenAI oaiq pixel, Meta Pixel fbq init 2306850063429163 Verified
Source: teamily.ai source · Original
Meta Ad Library search for Teamily: about 36 ads; creators running ads from their own accounts (mehdi.ghazzai, Collin Gourley, Tomas Milinavicius); Wax&Art ads land on *.teamily.run Verified
Source: facebook.com · Original
Brand page "Teamily AI" ads started Nov 3; advertiser and payer are both TENSOROPERA Verified
Source: facebook.com · Original
Creator Collin Gourley's ad: "Comment TEAMILY", #ad, ran Oct 13–15 across several EU countries, EU reach 16,157 Verified
Source: facebook.com · Original
Same ad: advertiser = payer = Collin Gourley (the creator runs it himself) Verified Inferred: Teamily pays the creator, who runs the ad
Source: facebook.com · Original
French creator mehdi.ghazzai's ad "Commente GAGNANT", ran Oct 29–30 for only 23 hours Verified
Source: facebook.com · Original
@nattcornelis quotes the CEO post with X's "Paid partnership" label; 50.8K views Verified Inferred: "trending twice in 9 days" likely relied on paid creator quotes
@liambraus Spanish post (auto-translated to English by X) quotes the CEO post with a "Paid partnership" label; 64.8K views Verified Inferred: "trending twice in 9 days" likely relied on paid creator quotes
SimilarWeb (third-party estimate): 617K visits in the last 3 months, +31.05% vs prior period Verified
Source: similarweb.com · Original
SimilarWeb: US 91.71%, Pakistan 2.7%, India 2.65%, Indonesia 0.85%, Egypt 0.81% Verified
Source: similarweb.com · Original
SimilarWeb: Direct traffic 84.29% (#1), paid search #2, organic search #3 Verified
Source: similarweb.com · Original
SimilarWeb: search traffic is 59.07% paid / 40.93% organic; top keywords are all brand terms (teamily ai / teamily) Verified
Source: similarweb.com · Original
The "Category Keyword Anchor Matrix" in llms.txt: tells AI which category term → anchor text → link to use (ai slack alternative, ai group chat…) Verified
Source: teamily.ai · Original
Top of llms.txt: entity statement "Teamily AI is a subsidiary of TensorOpera AI"; asks AI to use the full name when citing Verified
Source: teamily.ai · Original
US App Store: only 9 ratings (4.6), developer Teamily Inc Verified
Source: apps.apple.com · Original