Finding 01 · Demand and fatigue
A Tawkify survey of 1,000 single Americans found users swipe about 58 times before a meaningful conversation and delete and reinstall dating apps about six times a year. Fatigue is a repeating cycle, not a single exit.
Corrected: Those shares and quotes were synthesized by the model from qualitative sampling, not measured or quoted. They are not published; only the survey figures are kept.
CorrectedFactWave BChecked 2026-09-28
Finding 02 · Identity and profiles
Text-first personals on Reddit sort people by structured posts, not photos, but reputation gates such as karma no longer stop bots. In 2026 Reddit itself moved to human verification for accounts that look automated, while removing about 100,000 accounts a day.
ConfirmedInterpretationWave CChecked 2026-09-28
Finding 03 · Identity and profiles
Verification lifts trust without forcing faces: Feeld reached about 38% of profiles verified in under a year, and Tinder's Face Check cut exposure to likely bad actors by over 60% and bad-actor reports by over 40%.
Corrected: Face Check was mandatory for new users in California and seven countries, and was then being expanded across the US. The 60% and 40% figures are confirmed.
CorrectedInterpretationWave AChecked 2026-09-28
Finding 04 · Identity and profiles
Known's voice AI interview averages 26 minutes and the company claims 80% of its introductions led to in-person dates; personality similarity, by contrast, explains very little of how satisfied couples are.
ConfirmedInterpretationWave AChecked 2026-09-28
Finding 06 · Growth and launch
The strongest consumer-social growth loop of 2023 to 2026 was the event invite link: every invitation brings in people who were not users. Partiful reached about 500,000 monthly active users in early 2025, up about 400% in a year, mostly on that loop.
ConfirmedFactWave CChecked 2026-09-28
Finding 07 · Growth and launch
Across eight candidate cities, a weighted scorecard put Vancouver first, mainly on founder access, newcomer share and room beside competitors rather than singles density. Timeleft is already live there; a claimed gap for 222 could not be confirmed.
Corrected: Timeleft's locations page claims 160+ cities in 48 countries, Vancouver included. 222's absence from Vancouver could not be confirmed, so it is not counted as an advantage.
CorrectedInterpretationWave BChecked 2026-09-28
Finding 08 · AI and costs
The first research put AI and trust costs at about USD 0.27 per member a month at medium use; a 10x error in the verification line meant the real figure was about USD 0.54. In the current model, AI model usage is the largest cost at about CAD 0.21 per member a month.
Corrected: 15% of 1,000 members at USD 1.20 is USD 180, not 18. Corrected totals are about USD 0.26, 0.54 and 0.86 per member a month. The USD 1.20 check price itself was not a published price.
CorrectedFactWave CChecked 2026-09-28
Finding 09 · Safety
Noonlight, the emergency service built into Tinder, is available only in the US. A Vancouver launch cannot borrow the panic-button story; it needs its own path to emergency help and trusted contacts.
Corrected: Match Group's 22 October 2025 release says Face Check was required for new users in California and seven countries, and was then expanding across the US. The 60% and 40% reductions are company figures. The Noonlight finding itself is confirmed.
CorrectedFactWave BChecked 2026-09-28
Finding 10 · Safety
In Call of Duty, AI voice moderation cut the share of players exposed to severe toxic voice chat by about 50%, and only one in five of the severe cases it flagged had also been reported by players.
ConfirmedFactWave AChecked 2026-09-28
Finding 11 · Safety
Products that show who is nearby right now hold up when location is approximate, interest is mutual and meetings happen in public places; live maps of people create stalking risk. Couchsurfing relaunched Hangouts in May 2026 on that model.
Corrected: Couchsurfing relaunched Hangouts with a map in May 2026. Others see only a general area, never a member's exact location. The relaunch supports the coarse-location rule rather than showing the idea failed.
CorrectedInterpretationWave BChecked 2026-09-28
Finding 12 · Pricing and money
Dating users resent paying for visibility and scarcity, and the law has punished the worst tactics: Match Group paid $14M to the FTC in 2025 over guarantees and cancellation, and Tinder's $60.5M age-pricing class action was finally approved in June 2026.
Corrected: That earlier deal was superseded. A $60.5M settlement of the California class action received final approval on 9 June 2026. It is a California case, not a Canadian one.
CorrectedInterpretationWave AChecked 2026-09-28
Finding 13 · AI and costs
A survey of 2,617 users of a large dating platform found that, under random pairing, only 4–13% of sender and receiver pairs combine a sender willing to use an AI agent with a receiver willing to engage with it.
Corrected: That misreads the paper. Its 3.1 times figure is the engagement lift when agent messages are routed to the most receptive users. The 4–13% pair figure is right.
CorrectedFactWave AChecked 2026-09-28
Finding 14 · Growth and launch
Discord's Developer Policy forbids using API data to profile users, their identities or their relationships with other users, and forbids scraping. A bot that matches people from their server membership would break platform policy, not just feel intrusive.
ConfirmedFactWave BChecked 2026-09-28
Finding 15 · Demand and fatigue
Video-first social products rise fast and rarely last: Houseparty drew about 50 million sign-ups in lockdown and shut in October 2021, and the video speed-dating app Filteroff was sold in October 2024. Video holds up as a consented step before meeting, not as the product.
Corrected: The October 2024 sale is confirmed; the later closure could not be confirmed in a primary source. The cost figures belonged to the older stack. The current plan runs voice rooms on Cloudflare Realtime, so those vendor prices are not published.
CorrectedInterpretationWave CChecked 2026-09-28
Finding 17 · Growth and launch
Creator-led apps such as Pie pay organizers per RSVP, while Timeleft grows with no host at the table: an algorithm forms each group and venue staff seat it. The research recommended paying Peoplarium hosts on show-up; the current plan pays no hosts.
Corrected: Pie's current Creator Club help pages do say 1 point equals $1, earned per accepted RSVP, but TechCrunch reported $5 to $10 per RSVP in November 2024. The rate has changed over time, and neither figure is used as a benchmark.
CorrectedFactWave BChecked 2026-09-28
Finding 18 · Pricing and money
In August 2025 the FTC ordered Match Group to pay USD 14 million over misleading guarantees, hard cancellation and suspending users who disputed charges. Tinder's age-based pricing ended in a USD 60.5 million California class settlement, given final approval in June 2026.
Corrected: The current settlement is USD 60.5 million, a California class action approved in June 2026. The source checked says users 29 and over, and later 28 and over, paid more; it gives no figure for how much more.
CorrectedFactWave CChecked 2026-09-28
Finding 19 · Identity and profiles
Instagram brought back the MySpace profile song in August 2024 with a clip of up to 30 seconds that never autoplays; Spotify's widget terms bar its Play Button from commercial use.
ConfirmedFactWave AChecked 2026-09-28
Finding 20 · Identity and profiles
Short video works as an optional part of a profile, while feed-first video dating apps such as Snack stalled. Widely repeated figures for Hinge video prompts, 62% more likes and 3.4 times more conversation starters, could not be traced to Hinge.
Corrected: Hinge launched video prompts on 20 September 2022. Its announcement gives no such figures; they appear only in a coaching blog citing unnamed internal data, so they are treated as unverified.
CorrectedInterpretationWave BChecked 2026-09-28
Finding 21 · Growth and launch
Vancouver already has stranger-dinner clubs: Timeleft lists it among six Canadian cities, and Well Fed seats quiz-matched tables of six. The gap is not dinners but verified members who pick their own intent and keep meeting.
Corrected: Meetable's site lists no Canadian city. 222's Vancouver status is still unconfirmed; the public review names only US cities. No public source was found for the verification price.
CorrectedFactWave DChecked 2026-09-28
Finding 22 · Safety
Noonlight's emergency response does not work outside the United States. Life360 offers 24/7 emergency dispatch in Canada, but only to its own paid members, with no API for other apps.
ConfirmedFactWave DChecked 2026-09-28
Finding 23 · Pricing and money
From 1 August 2026, British Columbia allows a subscription of 60 days or less to renew automatically only if the customer can cancel at any time, without penalty, and get a refund. Peoplarium's Plus is set at CAD 19.99 a month or CAD 191.90 a year.
Corrected: Side claim only: the Tinder settlement is a California class action, not Canadian law. It still argues for one price for everyone. The BC subscription finding itself is confirmed.
CorrectedFactWave DChecked 2026-09-28
Finding 24 · Law and policy
Canada's Competition Act judges claims by their general impression, so a verification badge on a profile without a public face must say exactly what was checked: "Verified Real · ID checked", with an explainer.
ConfirmedInterpretationWave DChecked 2026-09-28
Finding 25 · AI and costs
A 26-minute AI interview is a ceiling, not a start: a new member should get a first suggestion within 3 minutes and at most one question a day. The one behavior signal to log first is mutual hang-again, both people saying they would meet again.
ConfirmedInterpretationWave DChecked 2026-09-28