415brand

Wispr Flow weekly brief: brand & competitive analysis

For the Willow Voice team, August 23, 2026

Scorecard

MetricWispr FlowWillowNotes
Monthly site visits4.4M179K97% of Wispr's organic visits are brand searches; 98% of its search clicks are paid.
Share of site visits that come from free Google results30%29%
Paid keywords (US)21,5821,615Mostly other apps' names (docs, slack, chat gpt login).
Est. monthly Google Ads (US)$446K$10K to 39KFlat since June. Keyword count fell as the budget rose.
Organic keywords (Semrush, global)3,542not publicDown 81% since February.
App Store ratings (average)14,030 (4.8)995 (4.6)Ratings lag sentiment; watch weekly velocity, not the average.
Active Meta ads4000Nothing in Wispr's library is older than 23 days.
Meta creative that is UGC279 of 400n/aTrybe creator videos, mostly Cursor, Claude and ChatGPT angles.
TikTok followers, brand account9731,316Wispr's reach is creators with affiliate codes, not the account.
X mentions per day143under 1300 Wispr posts in 2.5 days vs 300 Willow posts since 2020.
X posts that are complaints, switching or asking for alternatives47 of 300 (16%)11 of 300 (all-time)Keyword-flagged, Aug 21 to 23. Hand tally for Aug 20 to 21 was 27%.
Reddit posts mentioning, since Jul 201703211 of Willow's 32 are its own Aug 21 to 22 posts, at one upvote each.

Recommended actions for Willow Voice from the analysis

  1. Answer the accuracy complaints Wispr is ignoring.

    The r/WisprFlow "quality is getting worse" thread is still growing and 27% of X posts are complaints or switching. Nobody from the Wispr team has replied. Have real Willow employees reply to those who are complaining about Wispr Flow on X, show customer care and increase trust and social media presence. evidence ↓

  2. Push Willow's unlimited dictation offering and correct their vs-Willow page in public.

    Wispr caps desktop at 2,000 words a week and iPhone at 1,000. Willow Voice has unlimited. This unlimited dictation offering should be offered everywhere. Also, Wispr Flow's "Wispr vs Willow Voice" page gets the facts about Willow wrong. Call them out on it and get it fixed, because search engines index on it. evidence ↓

  3. Buy search terms Wispr isn't bidding on: alternative, vs, medical, legal, privacy and offline.

    98% of Wispr's search clicks are paid and its top terms are docs, slack and chat gpt login. The category auction Willow bids in is a different one. The non-brand keywords Wispr ignores are where Willow's dollars go furthest. evidence ↓

  4. Tap into the existing creator channel Wispr's reach depends on.

    279 of Wispr's 400 ads are Trybe creator UGC. The reach comes from creators with affiliate codes. "Free Wispr Flow alternatives" already gets 25K plays on its own, which makes it Willow's cheapest TikTok entry. evidence ↓

Wispr Flow social media mentions (negative sentiment)

Live posts pulled Aug 23 where someone is complaining about Wispr or asking for an alternative, ranked by reach. None has a Willow reply yet.

WhereDatePostReach
r/WisprFlowAug 16I've started to use Pro WisprFlow, but I feel the quality is getting worse21 up, 33 comments
r/ProductivityAppsAug 11Best Free Dictation App for Mac?12 up, 41 comments
r/ProductivityAppsAug 21Privacy-first dictation apps?12 up, 22 comments
r/ProductivityAppsAug 13Best system-wide dictation apps (Wispr Flow alternatives) for macOS?28 comments
r/WisprFlowAug 18Pretty sure I just broke the Wispr Flow state machine. I am now in word debt30 up, 10 comments
r/WisprFlowAug 13Beyond the Wispr Flow paywall: alternatives for heavy users?12 comments
r/WisprFlowAug 10Has Wispr on iOS improved in the last 6 months?21 comments
r/AssistiveTechnologyAug 13long-time user. the product has gotten noticeably worse over the last few months9 up, 5 comments
X, @myles_snider (29.8K followers)Aug 21What's the best free Wispr Flow alternative that works on iOS and Mac?4.3K views, 14 replies
X, @dansemperepico (103.6K)Aug 23WisprFlow is getting worse and worse each day for me1.6K views, 7 replies
X, @ColinGardiner (6.3K)Aug 23The Wispr Flow keyboard on iPhone is just absolutely awful.2.2K views, 6 replies
X, @VadimStrizheus (36.6K)Aug 22Wisprflow adds a ton of random emojis after my last word1.8K views, 12 replies
X, @jonpbaker (3K)Aug 23I just unsubscribed to @WisprFlow. It's become inconsistent and super annoying on iphone. Whats a better option?846 views
X, @ChadHamzeh (2.1K)Aug 21What's the best alternative right now for Wispr Flow?750 views, 3 replies
X, @mattlam_ (3.1K)Aug 22@WisprFlow has gotten so inaccurate, need to look at alternatives. What are people using?238 views
X, @dneighbors (4.3K)Aug 21@WisprFlow has eaten the same 5min brain dump 3 times272 views
X, @AgiWhenAug 23the new wispr 2k/words/week limit is absurdly low29 views
X, @solar2029Aug 23iOS keyboard is TRASH. Actively looking for alternatives29 views

Everything below is collapsed. Click [show] on any line for the full analysis, the why, and the sources.

1Key findings

2Pricing and product

PlanPriceWord limitNotetakerTeam adminCompliance
Free$02,000/wk desktop, 1,000/wk iPhone, unlimited AndroidYes, weekly meeting capNoHIPAA-ready
Pro$15/mo or $12/mo annualUnlimitedYes, more meetings, longer retentionCentral billing, shared dictionary, admin controlsHIPAA-ready
EnterpriseContact salesUnlimitedComing soonAdvanced analytics, IT admin seatsSOC 2 Type II, ISO 27001, BAA, SSO, SCIM

What happened

What Willow should do

Full analysis 

What their comparison page claims

Claim on wisprflow.aiTheir page saysWhat's actually trueSource
Willow free tier2,000 words a weekUnlimited dictation on Willow's free planWillow
Willow languages"10+" in one table, "50" in anotherThe page contradicts itselfWispr
Wispr on Android"Coming soon"Launched February 23, 2026, 1M+ installsTechCrunch Google Play
AccuracyWispr 95%+, Willow 85 to 90%No method published; Willow's own page claims 98%+ vs 90%+ with latency and RAM measurementsWillow
HIPAAWispr "across all plans," Willow "enterprise only"Wispr's BAA and enforcement are Enterprise-only tooWispr

Prices

Free is $0. Pro is $15 per user monthly or $12 on annual billing. Enterprise is contact sales with volume discounts. Students and educators get 50% off, nonprofits get a discounted rate, no card to start, cancel anytime. Nothing changed from the prior capture and the Series B post doesn't hint at a change, but a Billing Systems engineer who works directly with the CEO is being hired for "rapid SKU deployment and pricing experimentation," so static now is not static for long. Wispr Ashby

Notetaker

Launched August 5 on Mac. It captures system audio on the device (no bot joins the call), works with Zoom, Meet, Teams, Slack huddles and browser calls, pulls speaker names from the calendar invite, reuses the dictation dictionary for names, and exposes notes to Claude, ChatGPT and custom agents over MCP. Processing happens on Wispr's servers. English only at launch; Windows "on the way," iPhone and Android "on the roadmap." TechCrunch spotted the launch early through updated terms of service, and the privacy policy now has sections on meeting data. Wispr Craftnote TechCrunch

What else shipped

Audio playback for the last 14 days of history (v1.6.399, Aug 5). Rich-text snippets, team leaderboards and bulk invites (v1.6.288, Jul 29). A reliability post claiming 99.9% uptime and a 30% latency cut since January (Jul 9). A public status page, Cloud Sync split from Privacy Mode, desktop localization in five languages and a "model consistency rollout" (June). Scratchpad and Transforms betas, Claude Code and Codex terminal support, 24-hour local transcript auto-delete (May). Lots of retention surface, one accuracy fix, and a new model still in preview. Wispr

Full feature matrix

FeatureFreeProEnterprise
Price$0$15/user/mo, or $12 annualContact sales
Word limit2,000/wk desktop; 1,000/wk iPhone; unlimited AndroidUnlimitedUnlimited
Advanced AI models, early accessNoYesYes
Notetaker (Mac)Yes, weekly meeting limitYes, higher limits, longer retentionComing soon
Speaker ID, ask-anything, MCPYesYesComing soon
Central billing, user managementNoYesYes
Shared dictionary and snippetsNoYesYes
Usage dashboardsNoBasic (admin only)Advanced
Admin controlsNoYesYes
Free IT admin seatsNoNoYes
SupportStandardPrioritizedDedicated
HIPAA-readyYesYesEnforced; BAA available
Opt out of model trainingYesYesEnforced for the team
SOC 2 Type II, ISO 27001NoNoYes
SSO/SAML, SCIM, audit logs, MDMNoNoYes
MSA and DPANoNoYes

Captured from wisprflow.ai/pricing on Aug 21, 2026. A few Pro cells are shown as icons on the page and inferred from the plan cards and FAQ. Wispr

3Search and app stores

Google searches Wispr shows up in without paying
Distinct search phrases ranking organically. Semrush, global, 2026
Estimated US Google Ads budget
SpyFu, USD per month, known months only

What happened

Wispr vs Willow, by the numbersWispr FlowWillowSource
Monthly site visits4.4M179KSimilarweb
Share of site visits that come from free Google results30%29%Similarweb
Branded share of US organic visits97%n/aSemrush
Paid keywords (US)21,5821,615SpyFu
Est. monthly Google Ads (US)$446K$10K to 39KSpyFu
Share of search clicks that are paid98%55%SpyFu
Referring domains8,4771,602Semrush
App Store ratings (US)14,030 at 4.8995 at 4.6App Store
AI-cited pages693471Semrush
Comparison and alternative pages on site1314Wispr Willow

What Willow should do

Full analysis 

Traffic and authority

Wispr's site is roughly 15 to 25 times the size of any direct competitor, yet its organic-search share of traffic (30%) is no better than Willow's (29%) and well below Superwhisper's (48%). Direct and paid fill the gap. Its 8,477 referring domains are mostly press and directories ("wispr flow" anchors from 3,333 domains, "visit website" from 293 directory-style domains) plus two sitewide sponsor placements worth about 10,400 links from two domains. Ahrefs puts the domain rating at 77. Similarweb Semrush Ahrefs

Monthly website visits
Similarweb, latest month
Wispr FlowWillowOthers
Paid keywords, US
SpyFu, Aug 21
Wispr FlowWillowOthers

Category terms Wispr doesn't hold

Keyword (Semrush, US)Searches/moCPCDifficultyWho ranks today
dictation app1,300$2.5350Wispr #1 (homepage), its only category win
best dictation app390$2.5746Zapier, Product Hunt, Voibe roundups
medical dictation app880$9.7020Specialist vendors, no dictation startup
best medical dictation app320$16.9919Specialist vendors
voice to text app / software2,900 / 2,400$2.1445Play Store apps, voicetonotes.ai, Voicy
wispr flow alternative (all variants)~700$3.22 to 3.948 to 15Voibe, Saner, Dictation Daddy, Willow
superwhisper vs wispr flow (both orders)650n/a5 to 15Willow, Spokenly
is wispr flow safe110n/an/aVoibe
wispr flow free alternative110n/a8Competitor roundups

In SERP samples on Aug 21, wisprflow.ai didn't appear on page one for "best AI dictation app 2026," "dictation app for mac," "voice to text app" or "speech to text software for windows." Willow appeared for the last one. Semrush Google

App Store rankings (US, iOS, Aug 21)

KeywordWispr FlowWillowSuperwhisperAqua Voice
voice keyboard14912226
voice typing24457>200
ai dictation26452
dictation496078
dictation app5>20054129
voice to text6>200>200>200
speech to text71>200>200>200
transcription171>200>200>200

Wispr's rank comes from its title ("AI Voice Keyboard") and subtitle ("Voice dictation"). It's weak on transcription vocabulary, where Otter (74K ratings) and Speechify (516K) live. Two copycats squat the misspelling: "Whisper Flow AI Voice Keyboard" by Butterfly AI ranks #7 for "wispr flow" on iOS, and "Flow Wispr" by AppxLabs squats the reversed name on Google Play. Google Play wasn't returned by the rank tracker, so this is iOS only. App Store Google Play

App Store ratings count (US)
Apple App Store, Aug 21; average rating in brackets
Wispr FlowWillowOthers

AI search

When ChatGPT looks Wispr up, it finds a 2.7-star Trustpilot page. Ahrefs tracks 44 AI citations for the brand across six months; ChatGPT cited it twice, Perplexity once. The cited domains are YouTube (6, one video cited 4 times), the app stores (5 each), Trustpilot (3, rated 2.7 out of 5), eesel.ai's review and pricing posts (3 each) and Voibe's pricing post (3); wisprflow.ai itself is 11 of the 44. Wispr's AI visibility score is 17 against a benchmark of 33. Willow has 471 AI-cited pages off only 100 brand mentions, so its long tail of "best X for Y" posts is doing citation work even without the brand. Product Hunt's AI dictation category gives Wispr the "People's Champ" badge and Willow the "Everyday Communication" award, the kind of third-party language answer engines reuse. Zapier's roundup, updated December 2025, lists Wispr at #4 and doesn't list Willow at all. Ahrefs Trustpilot Semrush Product Hunt Zapier

AI citations of Wispr Flow, by engine
Ahrefs Brand Radar, Feb to Aug 2026 (plus 19 keyword-level Google AI Mode hits)
SignalWispr FlowSuperwhisperWillowAqua Voice
Semrush AI visibility score (benchmark)17 (33)16 (33)14 (22)15 (37)
Semrush AI mentions1,28342010027
Semrush AI-cited pages69314247128

The brand leaks

"whisper flow," the misspelling, sends about 24K visits a month to Wispr and is squatted by copycat apps in both stores. At least eight third-party advertisers run Google ads pointing at wisprflow.ai ("Digital Funda" since October 2025, "Cao Cự Quốc Cường" at 15 to 20K impressions, "GYMAPEX LLC," a new one on Aug 20). Wispr's affiliate terms (25% recurring, 60-day cookie) prohibit bidding on the brand, so these are either unpoliced affiliates or arbitrageurs. Either way the auction on their own name is crowded, and "wispr flow" itself costs $3.07 to 3.82 a click. Ahrefs Google Ads Transparency Dub

The narrative the market uses against them

Search demand shows what people worry about: "is wispr flow safe" (110 a month), "wispr flow privacy" (50), "wispr flow offline mode" (30), "wispr flow open source" (40), "wispr flow not working" (40), "wispr flow free alternative" (110). Competitor content has organized the incidents into a timeline: active-window screenshot uploads (2025), the March 2026 Delve audit problem that tainted earlier SOC 2 and ISO certificates, an April forensic write-up describing a system-wide keyboard event tap, multi-day outages in May and June, and the August 10 LinkedIn post publishing word-frequency data from user dictations. Wikipedia notes the company confirmed the app "can read the device user's keystrokes." Semrush Voibe Wikipedia

The incident timeline is competitor-authored, mostly by Voibe. Verify the specifics before repeating any of it in marketing.

4Advertising and social media

Active Meta ads by launch date
400 active on Aug 23, 4:30 PM PT
X posts about Wispr Flow, by sentiment
120-post sample, Aug 20 to 21, hand tally
30% positive
27% complaints
43% news, neutral
PositiveComplaints, switchingNews, neutral

What happened

What Willow should do

Full analysis 

Posts worth replying to

WhereWhat was saidWhy it mattersPost
r/WisprFlow, Aug 16"I've started to use Pro, quality is getting worse." 20 upvotes, 32 comments and growing: "massive degradation in quality," "steady decline in usability, accuracy and overall satisfaction, Pro subscriber here," "I have since switched to FluidVoice."Paying users, in Wispr's own community, naming the alternatives they moved toReddit
r/WisprFlow, Aug 18"How does one access Canto?" 9 upvotes. Users can't find the new model; skepticism that a 30% baseline WER is usable. No staff answer.The fix for the complaints above isn't reachableReddit
r/ProductivityApps, Aug 21"Privacy-first dictation apps?" cites the LinkedIn filler-word post as proof privacy mode is off by default and compiles 11 local or open-source alternatives. 9 comments.The privacy narrative is now a standard talking point with a ready-made shortlist Willow isn't onReddit
r/raycastapp, Aug 21Raycast V2 reviewer hoped to "ditch Wispr Flow" but the new dictation lacks "hold and release to dictate like in Wispr Flow."Users are actively shopping for a replacement and naming the feature that would win themReddit
r/overemployed, Aug 20Asks for a browser-based Wispr alternative for locked-down work machines.A segment that can't install Wispr at allReddit
X, Aug 20 to 21"My @WisprFlow seems way worse now than it was 6 months ago. Spelling is off, words are wrong. What happened?"Direct complaint at the brand, unansweredX
X, Aug 20 to 21".@WisprFlow poor quality transcriptions lately it seems. This has been your moat!"A loyal user saying the moat is slippingX
X, Aug 20 to 21"What's best alternative to @WisprFlow? finding myself have to recorrect myself on every input." 5 replies; Aqua Voice's account replied "sup."A competitor is already answering theseX
X, Aug 20 to 21"What's the best free Wispr Flow alternative that works on iOS and Mac?" 10 replies, 13 likes.Highest-engagement alternative request in the sampleX
X, Aug 20 to 21"Wispr Flow activating meeting notes features without ANY opt-in, automatically. Invasive and stupid. Will not renew."Annual subscriber lost over the Notetaker's consent modelX
X, Aug 20 to 21"Has eaten the same 5 min brain dump 3 times. 2 more days, if it's not better it's getting uninstalled."A churn countdown, in publicX
X, Aug 20 to 21"I've been seeing a lot of sponsored ads for Wispr Flow lately. Is it actually that good, or is it just overhyped?"Ad fatigue is visible to users; an honest comparison would landX

Post links currently point to live searches that surface each post. The exact permalinks live in the Social Pulse artifact, which this session can't read; see the note at the end of the brief. X

What people said on X (120-post sample, Aug 20 to 21)

Sentiment split roughly a third positive, a third complaints or switching, and the rest neutral news. The complaints cluster on core accuracy, the iOS keyboard, and the Notetaker, with a long list of alternatives getting named. "I vibe-coded Wispr Flow in a day" is now a genre of post, but real loyalty posts exist too, from users who say the open source versions just don't work as well. The week also brought earned media: two ZDNET pieces, a "Lenny 100" spot, and an ex-growth-lead podcast tease. X

Paid footprint, Aug 21

ChannelWhat's runningSinceSource
Meta (FB, IG, Messenger, Threads)320 active ads, nearly all of them influencer-made videos licensed through Trybe. 178 launched in one batch on Aug 12, 51 more on Aug 21 (25 of those for the Notetaker)Oct 2025Meta Ad Library
Google SearchText ads running continuously for 161 days, with a new wave Aug 6 to 8 for the Notetaker, headlined "Transcribe Audio to Text"Mar 12, 2026Google Ads Transparency SpyFu
YouTubeAbout 50 video ads launched in one batch. 60 to 70% of Google spendingMay 14, 2026Google Ads Transparency Postbeam
TikTokNo ads under Wispr's own name in TikTok's ad library. It advertises through influencers' accounts instead. TikTok discover pages for "wispr flow ad girl" existn/aTikTok
AffiliatesPartners earn 25% of subscription revenue for each customer they refer. Brings in 10 to 15% of new customers at the best return of any channel2025Dub 20VC
Street advertising100 branded auto-rickshaws in Bengaluru, still generating organic postsMay 2026Campaign India
PromosCRED 10 months free (India), 90-day .edu trial, Cursor hackathon credits, Oasis ring bundle. The CRED code is being resold on Reddit for ₹925 to 1,600 and redemption failures are public support complaintsAug 2026Reddit TechCrunch
Active Meta ads by format
Meta Ad Library, Aug 21

Actual ad spending is not public. Meta only discloses dollar figures for political ads, and Google publishes the ads themselves, not the budgets behind them. The mid-six-figure Meta estimate and SpyFu's $446K Google figure are educated guesses, not measurements. On the 20VC podcast, Wispr's growth lead described a $100K a month Facebook budget running 400 to 500 new ads, so the ballpark is at least plausible. A paid tracking tool like Pathmatics or Adbeat is the only way to get a firmer number. Meta Ad Library 20VC SpyFu

5Hiring

Advertised salary ranges by role
USD thousands. 23 of 26 open roles publish a range, and all include stock

What happened

What Willow should do

Full analysis 

The board, Aug 21

26 open jobs. Roughly half are engineering and AI, a quarter are marketing and sales, and the rest are company-building roles like finance and recruiting. That matches what Wispr said the new funding is for: accuracy, its own AI models, enterprise readiness, and international growth. The job postings themselves reveal the revenue story, stating that annual revenue went from $2M to $50M in under 12 months. About 60% of staff are in San Francisco most days, and remote staff fly in a few days a month. Adding up the advertised salary midpoints, filling every open job would cost about $5.9M a year, and nothing pays above $400K. Ashby

Open roles by division
26 roles on Ashby, Aug 21

Building for big companies: an enterprise engineering lead ($320K to 400K, with "unblock major Fortune 100 deals" in the job description), a senior infrastructure engineer, a billing engineer hired for "rapid SKU deployment and pricing experimentation" who works directly with the CEO, and a security engineer. Three of the four were posted on Aug 3, two weeks before the funding announcement. Ashby

Marketing and sales: a Head of Growth, an ads manager focused on Android downloads, the first marketer aimed at business customers, a Head of PR, a brand designer, a partnerships coordinator for the influencer and celebrity program (Wispr's investors include Joe Burrow, Klay Thompson, Shaun White and Livvy Dunne), and one salesperson. No junior sales team, no customer care. Ashby Wispr

Not hiring at all: Windows or Linux engineers, data analysts, customer care, recruiters, or marketers outside the US (even though about 60% of Wispr's users are outside the US). A testing team in Bangalore (paid salary only, no stock) and support are the only jobs outside the US. Ashby Similarweb

All 26 open roles

RoleDivisionBase bandLocationPosted
ML EngineerAI Lab$250K to 400KSFAug 2025
ML ScientistAI Lab$250K to 400KSFAug 2025
Software Engineer, LabsSoftware, Core$180K to 300KSFMay 2026, refreshed Aug 19
Design EngineerSoftware, Core$220K to 350KSF or remote USJun 2026
Design Engineer, MobileSoftware, Core$220K to 350KSF or remote USAug 3, 2026
Software Engineer, ProductSoftware, Core$180K to 325KSFAug 2025
Software Engineer, AndroidSoftware, Core$180K to 325KSFSep 2025
Head of Engineering, EnterpriseSoftware, Platform$320K to 400K (was EM at $250K to 375K)SF, remote consideredJul 2026
Staff Platform Engineer, InfrastructureSoftware, Platform$270K to 350KSF or remote USAug 3, 2026
Platform Engineer, Billing SystemsSoftware, Platform$220K to 350KSF or remote USAug 3, 2026
Platform Engineer, Product SecuritySoftware, Platform$220K to 350KSF or remote USAug 3, 2026
Platform Engineer, InfrastructureSoftware, Platform$220K to 300KSF or remote USAug 2025
QA Engineer (Windows / iOS)QANot disclosed, no equityBangaloreMay 2026
Product LeadProduct & Design$150K to 280KSFMay 2026
Product DesignerProduct & Design$160K to 250KSF or remote USJul 2026
Head of Growth, B2CMarketing & Growth$280K to 340KSFJul 27, 2026
Head of PR & External CommunicationsMarketing & Growth$200K to 250KSFJul 2026
B2B Marketing LeadMarketing & Growth$180K to 220KSFApr 2026
Senior Designer, Brand & GrowthMarketing & Growth$170K to 190KSFJul 2026
Paid Search Performance Marketing ManagerMarketing & Growth$140K to 160KSF or NYFeb 2026
Cultural Partnerships Coordinator (contract)Marketing & GrowthNot disclosedSFJul 2026
Account ExecutiveSales$250K to 350K (likely OTE)SFDec 2025, refreshed Aug 20
Technical Support EngineerCustomer Support$60K to 90KSF, NY or BangaloreAug 2025
Head of FinanceFinance$200K to 350KSFMay 2026
Head of TalentGeneral$250K to 400KSFJul 2026, refreshed Aug 19
Ex-FounderGeneralNot disclosedSFApr 2026

Checked live against Ashby on Aug 21, 2026. Full-time US roles also carry equity, 100% health premiums, a 4% 401k match and 16 weeks of parental leave. Ashby

Closed recently: Office Administrator, Customer Engagement Manager, Customer Success Operations Associate, Head of Ops, Computational Linguist, Technical Account Manager (two levels), Growth Generalist (India). They closed every job that serves existing customers and kept every engineering, growth and leadership job. Ashby

6Sources

Keyword, traffic and spend figures are third-party estimates (US database unless stated). Treat the shapes and ratios as the signal, not the exact numbers. Sample collected Aug 21, 4:15 to 4:30 PM PT. Meta Ad Library, TikTok, X and Reddit data pulled Aug 23, 2026 via Apify; X complaint counts are keyword-flagged, not hand-read. Compiled Aug 21 to 23, 2026.