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Changelog · 100 changes · newest 14 Oct 2026

Every change, in public

One row per change: what moved, how it was checked and who reviewed it. New entries, grade changes, confirmations and corrections all land here first. Subscribe by RSS.

5 changes ·

  1. No. 100 re-checked, still correct

    UserTesting (Contributor Network)

    last_verified

    Every A/B fact was found unchanged on its official page.

    J1 page watcher (code only, no model) Reviewer: automatic (low risk) Grade B

  2. No. 099 re-checked, still correct

    Rev (transcription & captions)

    last_verified

    Every A/B fact was found unchanged on its official page.

    J1 page watcher (code only, no model) Reviewer: automatic (low risk) Grade A

  3. No. 098 re-checked, still correct

    Preply

    last_verified

    Every A/B fact was found unchanged on its official page.

    J1 page watcher (code only, no model) Reviewer: automatic (low risk) Grade C

  4. No. 097 re-checked, still correct

    Malt

    last_verified

    Every A/B fact was found unchanged on its official page.

    J1 page watcher (code only, no model) Reviewer: automatic (low risk) Grade B

  5. No. 096 re-checked, still correct

    Sell digital products (templates, guides, prompts, mini-courses)

    last_verified

    Every A/B fact was found unchanged on its official page.

    J1 page watcher (code only, no model) Reviewer: automatic (low risk) Grade C

95 changes ·

  1. No. 095 re-checked, still correct

    Source: Subscription app trends & benchmarks 2026 (State of Subscription Apps)

    source: revenuecat-2026

    Hard paywall 10.7% vs freemium 2.1% (D35); AI LTV $30.16 vs $21.37; AI monthly retention 36% worse; ~72% annual cancel in Y1 (from ~56%); 115k apps, $16B

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  2. No. 094 re-checked, still correct

    Source: EU AI Omnibus enters into force, amending the AI Act

    source: whitecase-omnibus

    Reg. (EU) 2026/1744 published 2026-07-24, in force 2026-07-27; stand-alone Annex III high-risk from 2027-12-02; Art. 50 from 2026-08-02; marking grace to 2026-12-02

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  3. No. 093 re-checked, still correct

    Source: Mercor talent docs: Referral policy

    source: mercor-docs-referrals

    20% of referee earnings incl. bonuses, cap 4× hourly rate, ~7-day claim window, 100 uses/30 days, payouts Wed+Fri, no impersonation, self-referral bans

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  4. No. 092 re-checked, still correct

    Source: Prolific's payment principles

    source: prolific-pay

    Minimum £6/$8 per hour, recommended £9/$12 (article dated 2026-07-17)

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  5. No. 091 re-checked, still correct

    Source: Claude API pricing

    source: claude-pricing

    Haiku 5.5 $0.10/$0.50 per MTok (≤100k prompt), Sonnet 5.5 $2/$10, Opus 5.5 $4/$20, Fable 5.1 $10/$50, Batch −50%, web search $10/1k

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  6. No. 090 re-checked, no change found

    UserTesting (Contributor Network)

    earnings

    Official pay page blocks automated reading; pay amounts remain unverified (only partly verified).

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade C

  7. No. 089 ranking code tuned

    Matcher

    matcher.reference.js

    Confidence factor softened to A 1.0 / B 0.95 / C 0.9 / D 0.8 (grades now follow source tiers strictly); style fit rewards one strong match; low-barrier, low-ceiling work capped at 0.75 skill fit. All 5 golden personas pass.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade n/a

  8. No. 088 grade lowered

    Expert archive → agent tool (with a creator partner)

    confidence

    Only podcast pricing ideas support the numbers → entry graded D.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade D

  9. No. 087 grade lowered

    WebMCP / agent-conversion agency & 'agent mystery shopper'

    confidence

    Only podcast pricing ideas support the numbers → entry graded D.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade D

  10. No. 086 grade lowered

    UGC creator (paid content for brands)

    confidencefact: Rate benchmarks

    All rate sources are marketplaces/platforms (T5) → facts and entry graded D.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade D

  11. No. 085 grade lowered

    Expert networks (GLG, AlphaSights, Guidepoint, Third Bridge, Arbolus …)

    fact: Rate bands

    Only source is an expert network's own content (T5) → D. Added a practitioner source ($100 to well over $1,000/h) at C.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade C

  12. No. 084 grade raised

    Affiliate & referral content

    fact: Disclosure (Germany/EU)

    Backed by a law-firm summary of LG München I, 9 Jul 2024 (I HK O 12576/23): end-of-text notices are insufficient; teasers must be labeled.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade B

  13. No. 083 grade raised

    Sell digital products (templates, guides, prompts, mini-courses)

    fact: Storefront fees (official)

    Gumroad (10% + $0.50 direct, processing not included; 30% Discover; MoR) and Lemon Squeezy (5% + $0.50 incl. processing + surcharges) confirmed on official pages.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  14. No. 082 grade raised

    TikTok Creator Rewards & Shop affiliate

    fact: Creator Rewards requirements

    Thresholds confirmed in TikTok's newsroom announcement (18+, 10k followers, 100k views/30 days). Pay rate and country list remain third-party (D).

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade B

  15. No. 081 grade raised

    Preply

    fact: Commission (official)

    Confirmed on Preply's Help Center: trial lessons 100%; 33% → 28% after 20 h → 18% at 400+ h. Intermediate tiers stay third-party (D).

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  16. No. 080 grade raised

    Fiverr

    fact: Seller commissionfact: Clearing period

    Confirmed on Fiverr's Help Center: freelancers receive 80% of the cleared payment; 14-day clearing period (shorter for Top Rated/Seller Plus/Pro).

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade A

  17. No. 079 source added

    Outlier (Scale AI)

    fact: Settlement

    Settlement details confirmed on a settlement tracker (McKinney v. Scale AI, CGC-24-620481; class period 2020-12-10 to 2026-02-28; final approval hearing 2026-10-30).

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade B

  18. No. 078 rule enforced

    Build rules

    facts[*].confidence

    Build now rejects facts graded above their best source tier (T3 max B, T4 max C, T5 max D) and warns when an entry is graded above its best fact.

    verification pass: primary-source spot-check (Claude) Reviewer: owner review pending Grade mixed

  19. No. 077 added

    Clipping (paid per view)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  20. No. 076 added

    Paid community & membership around an identity

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  21. No. 075 added

    Software for local service businesses, sold in person

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  22. No. 074 added

    Shareable daily web game (Wordle-style)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  23. No. 073 added

    AI automation specialist (employed)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  24. No. 072 added

    Marketing engineer / AI growth operator

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  25. No. 071 added

    Forward-deployed engineer (FDE)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  26. No. 070 added

    AI roll-up / one-person holding company

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  27. No. 069 added

    Buy a small online business (micro-acquisition)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  28. No. 068 added

    Offline experience / 'third space' business (pre-sold online)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  29. No. 067 added

    Local reselling arbitrage with agent alerts

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  30. No. 066 added

    Niche physical product / e-commerce brand (agent-assisted)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  31. No. 065 added

    Agent infrastructure startup (identity, inboxes, wallets, receipts)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  32. No. 064 added

    Connectors & plugins for personal agents (Meta Muse, OpenAI Dots, ChatGPT apps)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  33. No. 063 added

    Topic page / faceless media brand

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  34. No. 062 added

    Expert archive → agent tool (with a creator partner)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  35. No. 061 added

    Niche data refinery ('clean fuel for agents')

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  36. No. 060 added

    Niche directory website

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  37. No. 059 added

    Personal AI agent setup & care for non-technical people

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  38. No. 058 added

    AI workshops, meetups & office hours (SMBs, teams, seniors)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  39. No. 057 added

    Founder content engine / AI-assisted ghostwriting ('company brain as a service')

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  40. No. 056 added

    Done-for-you marketing agent systems (signal-based outbound, ad loops, content engines)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  41. No. 055 added

    WebMCP / agent-conversion agency & 'agent mystery shopper'

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  42. No. 054 added

    Agent readiness / AI-search visibility (AEO/GEO) service

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  43. No. 053 added

    Permissionless micro-services (launch videos, design fixes, mobile QA, localized tutorials)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  44. No. 052 added

    AI-native service firm (agents do ~90%, you approve)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  45. No. 051 added

    Vertical agent business ('sell the work, not the software')

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  46. No. 050 added

    AI automation & workflow builds (n8n, Make, Zapier, Claude skills)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  47. No. 049 added

    AI concierge retainer (done-with-you AI coaching)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  48. No. 048 added

    AI tools assessment for small businesses ($999 'prescription')

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  49. No. 047 added

    Plugins & extensions (WordPress, Shopify, Chrome, Photoshop)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  50. No. 046 added

    Niche consumer AI mobile app

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  51. No. 045 added

    Micro-SaaS (small, focused subscription software)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  52. No. 044 added

    Sell digital products (templates, guides, prompts, mini-courses)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  53. No. 043 added

    Affiliate & referral content

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  54. No. 042 added

    Niche newsletter (Substack / beehiiv / Ghost)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  55. No. 041 added

    TikTok Creator Rewards & Shop affiliate

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  56. No. 040 added

    YouTube Partner Program

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  57. No. 039 added

    UGC creator (paid content for brands)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  58. No. 038 added

    License unused video footage to AI companies

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  59. No. 037 added

    AI avatar acting (Synthesia and similar)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  60. No. 036 added

    ElevenLabs Voice Marketplace

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade A

  61. No. 035 added

    Translation marketplaces (Gengo, Smartcat, ProZ …)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  62. No. 034 added

    RWS TrainAI

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  63. No. 033 added

    OneForma (Centific)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  64. No. 032 added

    Rev (transcription & captions)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade A

  65. No. 031 added

    Cambly

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  66. No. 030 added

    italki

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  67. No. 029 added

    Preply

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  68. No. 028 added

    Expert networks (GLG, AlphaSights, Guidepoint, Third Bridge, Arbolus …)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  69. No. 027 added

    Toptal

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  70. No. 026 added

    Contra

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  71. No. 025 added

    Malt

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  72. No. 024 added

    Fiverr

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  73. No. 023 added

    Upwork

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade A

  74. No. 022 added

    Uber Digital Tasks (pilot)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  75. No. 021 added

    Amazon Mechanical Turk

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  76. No. 020 added

    Clickworker (and UHRS)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  77. No. 019 added

    User Interviews / Respondent (paid research interviews)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  78. No. 018 added

    UserTesting (Contributor Network)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  79. No. 017 added

    Prolific

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade A

  80. No. 016 added

    Stellar AI (closed)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  81. No. 015 added

    SME Careers

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade D

  82. No. 014 added

    Appen / CrowdGen

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  83. No. 013 added

    TELUS Digital AI Community

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  84. No. 012 added

    Meridial (Invisible Technologies)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  85. No. 011 added

    Ethos

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  86. No. 010 added

    AfterQuery

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  87. No. 009 added

    Turing

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  88. No. 008 added

    Mindrift (Toloka)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  89. No. 007 added

    Alignerr (Labelbox)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade C

  90. No. 006 added

    Handshake AI Fellowship

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  91. No. 005 added

    micro1

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  92. No. 004 added

    DataAnnotation (Surge AI)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  93. No. 003 added

    Outlier (Scale AI)

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade B

  94. No. 002 added

    Mercor

    all

    manual research (Claude) + sources listed Reviewer: owner review pending Grade A

  95. No. 001 first version published

    Knowledge base

    all

    25 transcripts + 3 ChatGPT reports + web research (136 sources) Reviewer: owner review pending Grade mixed