19/100 Adversarial This product is designed to work against you — it makes more money when you fail, stay confused, or can't leave.
High confidence 70%+ assessed — Well-supported. Suitable for citation.

A social media platform whose business model structurally requires the addiction its own internal documents confirm it engineered.

Adversarial This product is designed to work against you — it makes more money when you fail, stay confused, or can't leave. Extractive This product takes more value from you than it delivers — engagement, data, or money are harvested in ways that don't serve your interests. Compromised This product has genuine value but isn't fully on your side — trade-offs exist between what's good for you and what's good for the business. Aligned This product makes money when you get value — its incentives and your interests point in the same direction. Principled This product actively prioritises your interests, sometimes at cost to itself — the way it's built reflects values, not just incentives.

The second report on The Rake, and we’re going straight into the belly of extractive and adversarial tech.

In January 2026 TikTok went through a major restructure. ByteDance’s ownership down to 19.9%, Oracle and Silver Lake and MGX added to the cap table, and a majority-American board.

You’ve probably heard a lot about this in the news. A geopolitical problem answered with a corporate-restructuring solution.

Makes sense. Right?

But the product is still the same pre-Jan 2026 product. The recommendation algorithm was the core of the reason behind the drama. But ByteDance still owns and controls it, now licensing it back to the US entity. The app, the design, the optimisation targets are unchanged.

TikTok’s own internal documents, surfaced through redaction failures in multi-state litigation, say plainly that “our goal is not to reduce the time spent.” They’ve acknowledged themselves that compulsive TikTok use correlates with anxiety and memory impairment. Their 60-minute teen screen time limit reduced usage by a whopping average of ninety seconds. A bit of PR benefit, and essentially nothing for vulnerable users.

None of this is surprising.

TikTok is built to keep users on it longer than they intend, and leaving TikTok is harder than it should be. For creators, TikTok keeps the majority (up to 70%) of what your audience spends on virtual “gifts”, and can tweak your earnings as they like. For parents of younger users, TikTok calibrated the screen time tool mentioned above to reduce usage with dismal results. Oh, and a €345m fine from the Irish Data Protection Commission for nudging children toward privacy-intrusive settings.

Even advertisers, the ones TikTok is built for, are experiencing “brand safety” degradation.

There’s plenty to say about the extractive practices of social media companies. In our analysis below, five of the seven dimensions got the minimum score, backed by sources including regulatory findings from the EU Commission, the Irish DPC, the FTC, the UK ICO, US state attorneys general, and the NOYB privacy nonprofit. Across 114 sources, not a single positive flag cleared the bar.

All that said, it’s important to emphasize (and remember) the significant disconnect between the actual harm the product does, and the stated goals of the restructure. The restructure answered a question about who owns TikTok. It answered nothing about what TikTok does to the people using it.


Scorecard

How this company scores across seven dimensions of user alignment, each rated 1–3. Learn more about our scoring methodology.


Revenue clarity Can a user immediately understand how this company makes money?

Partial Partial. Primary model is broadly known or findable, but secondary streams are not surfaced to users.

18 sources (33% assessed) · Low confidence

TikTok’s primary revenue source — advertising, representing approximately 77% of an estimated $23 billion in 2024 revenue — is broadly understood, and the ads portal makes its targeting-based model explicit. However, the mechanics of how user data is monetised for advertising are buried in privacy policy language rather than surfaced to users: the January 2026 policy update added precise location tracking, AI interaction data collection at the pre-upload stage, and an expanded off-platform advertising network without plain-language disclosure. The virtual currency economics — in which TikTok retains approximately 50% of coin purchase value before creators receive their share — are not presented to gift senders at the point of purchase.

Incentive alignment Does the company make more money when users succeed, or when they stay longer, spend more, or remain confused?

Opposed Opposed. The business model structurally requires user failure or dependency.

20 sources (30% assessed) · Low confidence

Approximately 77% of TikTok’s revenue derives from advertising, which grows with time-on-platform and engagement rather than with users achieving any personal goal. Internal documents disclosed in legal proceedings state “our goal is not to reduce the time spent” and separately that compulsive usage “correlates with a slew of negative mental health effects” including anxiety, loss of analytical skills, and memory impairment. The 60-minute screen time limit for teens reduced usage by 90 seconds in testing and was explicitly measured by PR impact rather than effectiveness, confirming the features were calibrated to maintain engagement while generating reputational cover.

Captivity How easy is it to leave? Is data portable? Is cancellation straightforward?

Deliberately trapped Deliberately trapped. Lock-in is engineered by design. Cancellation uses dark patterns; data is locked in proprietary formats.

23 sources (52% assessed) · Medium confidence

The Irish Data Protection Commission fined TikTok €345 million after finding the platform liable for dark patterns that nudged children toward privacy-intrusive default settings using bold text in pop-ups, hindering neutral choice. NOYB filed GDPR complaints confirming TikTok failed to comply with Article 15 access requests, providing only partial data in an unstructured, unusable form. Virtual Items policies across US and EEA markets explicitly state users are not entitled to refunds for unused coins or gifts upon account termination, creating a financial penalty for leaving; data export is limited to 60 days of analytics history in JSON format requiring additional tools to interpret.

Engagement extraction Is the product engineered to defeat the user’s ability to disengage, or does engagement reflect genuine user value?

Weaponised Weaponised. The product is deliberately engineered to defeat the user's own ability to disengage.

24 sources (46% assessed) · Medium confidence

The European Commission’s preliminary DSA findings determined that TikTok’s infinite scroll, autoplay, and highly personalised recommendation system breach the Act by design, stating these features “fuel the urge to keep scrolling and shift the brain of users into ‘autopilot mode.’” Internal documents disclosed in multi-state litigation confirm TikTok’s own research found compulsive usage correlates with documented mental health harms, and separately that a 60-minute screen time limit reduced usage by 90 seconds while its success was measured by PR impact. A coalition of fourteen state attorneys general filed and have largely survived dismissal motions on lawsuits alleging the platform deliberately preys on neurodevelopmental vulnerabilities; TikTok Lite, which paid users to watch videos, was withdrawn from the EU under binding DSA commitments.

Multi-sided tension When the interests of different customer groups conflict, whose side does the company take?

Users subordinated Users subordinated. The company's primary commercial relationship is with a third party; user interests are structurally subordinated.

11 sources (45% assessed) · Medium confidence

Approximately 77% of TikTok’s revenue derives from selling user attention and behavioural data to advertisers; the platform’s primary commercial relationship is with advertisers, not users. A BBC investigation with over a dozen former employees alleged TikTok deliberately weakened content moderation to chase engagement metrics, with internal dashboards showing a political figure’s account received higher moderation priority than a 17-year-old cyberbullying victim. The platform’s virtual currency terms explicitly state users have no title in virtual items and are not entitled to refunds — a structural design that subordinates user economic interests to platform revenue on every transaction involving gifts.

Algorithmic accountability Does the company take responsibility for what its systems surface and amplify?

Partial accountability Partial accountability. The company acknowledges responsibility but policies are inconsistently applied or incompletely disclosed.

20 sources (40% assessed) · Medium confidence

TikTok maintains a public transparency page describing its recommendation system and has made binding commitments to the EU on advertising transparency and code security review under Oracle; however, the European Commission separately found TikTok in breach of its DSA obligation to grant researchers adequate access to public data, and a preliminary finding determined TikTok’s addictive design features themselves constitute a systemic risk under the Act. Three former content moderation employees told Sky News that user safety was compromised following mass layoffs that replaced 400 UK moderation staff with AI, and a former ByteDance engineer alleged in Ninth Circuit proceedings that the Chinese Communist Party directed content suppression on the platform. TikTok’s transparency documentation describes the recommendation system in general terms without disclosing primary ranking signals in actionable detail.

Ownership pressure Who owns this company, and what structural pressures are they under to extract value from users?

Maximum pressure Maximum pressure. PE-owned or public company under strong quarterly earnings pressure.

17 sources (29% assessed) · Low confidence

ByteDance is a late-stage private company with an estimated $550 billion valuation and active return pressure from institutional investors including Susquehanna International Group (~15%), General Atlantic, KKR, SoftBank, and Coatue. The January 2026 USDS Joint Venture restructuring placed majority-American governance over US operations, but ByteDance retained 19.9% equity and continues to license the recommendation algorithm to the new entity, maintaining structural leverage over the platform’s primary engagement mechanism. Creator payouts fell significantly in the weeks immediately following the USDS transition, with some creators reporting earnings plummeting from hundreds of dollars per post to a few dollars — evidence that extraction pressure is already materialising under the new ownership structure.


Flags

Specific documented incidents, commitments, or signals that affected how dimensions were scored. Learn more about flags.

Harvard Law: Project Texas safeguards no longer apply under new ownership structure

Harvard Law lecturer Timothy Edgar argued that the privacy and security safeguards applied to TikTok under Project Texas “now don’t apply anymore” following the USDS restructuring, and that reduced scrutiny under the new structure may make data risks worse rather than better.

Harvard Law School · February 27, 2026 · Inferred

Creator payouts crashed in the weeks following the January 2026 USDS transition

Creator RPMs fell significantly in the weeks following the USDS Joint Venture transition in January 2026, with some creators reporting content that previously earned hundreds of dollars generating only a few dollars. The first monetisation changes under the new ownership structure moved against creator interests.

EurWeb · January 27, 2026 · Inferred

Platform retains 50–70% of gift value; creators receive approximately 30–40 cents per dollar spent

An ABC News investigation documented that only approximately 40% of gift money spent by viewers reached creators in tested transactions. Multiple independent analyses estimate TikTok’s effective take-rate at 70%, establishing a consistent pattern across sources. The platform’s Virtual Items Policy explicitly confirms users have no title in virtual items and are not entitled to refunds.

Influencer Marketing Hub · October 3, 2025 · Inferred

FTC confirmed ‘nagging’ dark pattern: repeated prompts after user refusal

An FTC study on dark patterns explicitly cited TikTok as an example of the “nagging” dark pattern, confirming the platform repeatedly prompts users to upload their contacts even after declining — a mechanic confirmed by a regulatory body to be calibrated against user judgment.

TechCrunch (FTC study) · July 10, 2024 · Inferred

Negative · Captivity

Irish DPC: €345M fine for dark patterns nudging children toward privacy-intrusive settings

The Irish Data Protection Commission found TikTok liable for using bold text in two pop-up notifications to nudge children toward privacy-intrusive default settings, finding this approach “hindered neutral and objective choices.” The company was fined €345 million and ordered to bring its data processing into compliance.

Deceptive Design / Irish DPC · September 2023 · Assessed

Trajectory

Data security: China-based employees confirmed to have accessed US user data

Leaked audio from more than 80 internal TikTok meetings confirmed China-based ByteDance employees repeatedly accessed non-public data about US TikTok users between September 2021 and January 2022, despite public assurances US data was stored domestically. ByteDance subsequently fired four separate employees after an internal investigation found they had accessed data on journalists while attempting to identify company leaks.

BuzzFeed News · June 17, 2022 · Inferred


Sources

Evidence base for this report. Learn more about how we assess sources.

Assessed (33)

  1. TikTok — Business advertising portal April 2, 2026
  2. TikTok Support — Creator Rewards Program Retrieved May 2026
  3. TikTok — US Privacy Policy February 5, 2026
  4. TikTok — US Terms of Service Retrieved May 20, 2026
  5. TikTok — EEA Privacy Policy Retrieved May 2026
  6. TikTok USDS Joint Venture — Official website Retrieved May 20, 2026
  7. California AG — Coalition lawsuit against TikTok October 8, 2024
  8. New York AG — Court victory against TikTok May 28, 2025
  9. Minnesota AG — Lawsuit against TikTok survives dismissal March 23, 2026
  10. Massachusetts AG — Lawsuit against TikTok October 8, 2024
  11. Washington AG — Lawsuit against TikTok October 8, 2024
  12. European Commission — TikTok Lite withdrawal commitment August 5, 2024
  13. Deceptive Design — Irish DPC finding against TikTok September 2023
  14. NOYB — TikTok GDPR access request complaint July 17, 2025
  15. FTC — Lawsuit against TikTok and ByteDance for COPPA violations August 2, 2024
  16. FTC — Musical.ly COPPA settlement 2019
  17. TechCrunch — TikTok UK ICO GDPR fine April 4, 2023
  18. TechCrunch — TikTok Irish DPC €345M fine September 15, 2023
  19. TikTok — EEA Virtual Items Policy Retrieved May 2026
  20. TikTok — EEA Coins Policy Retrieved May 2026
  21. TikTok — US Virtual Items Policy Retrieved May 2026
  22. TikTok Support — Deactivating your account Retrieved May 20, 2026
  23. US House of Representatives — CEO Shou Chew congressional testimony March 23, 2023
  24. European Commission — TikTok addictive design DSA breach finding February 10, 2026
  25. TikTok Newsroom — Time Away and wellbeing features November 18, 2025
  26. TikTok Safety — Digital wellbeing resources Retrieved May 20, 2026
  27. TikTok Newsroom — New features for teens and families March 2023
  28. European Commission — TikTok advertising transparency DSA commitments December 5, 2025
  29. TikTok — Recommendation system transparency Retrieved May 20, 2026
  30. European Commission — TikTok DSA researcher access breach finding October 28, 2025
  31. TikTok USDS — What is USDS Retrieved May 20, 2026
  32. US Senate Judiciary Committee — CEO Shou Chew testimony January 31, 2024
  33. TikTok Newsroom — USDS Joint Venture announcement January 22, 2026

Inferred (61)

  1. Business of Apps — TikTok revenue and statistics January 7, 2026
  2. AppScrip — TikTok business model February 16, 2026
  3. Conbersa — TikTok revenue model March 19, 2026
  4. Newsweek — TikTok new terms and conditions explained January 23, 2026
  5. Legal Lens — TikTok US transition 2026 April 2026
  6. GLAAD — Social Media Safety Index 2026: TikTok May 2026
  7. Orion Policy — TikTok updated privacy policy analysis April 5, 2026
  8. CBS News — TikTok new terms of service and privacy changes January 28, 2026
  9. Biometric Update — TikTok privacy policy deepens concerns January 28, 2026
  10. PPC Land — TikTok Pulse Suite advertising products March 28, 2026
  11. eMarketer — TikTok Shop social commerce share December 9, 2025
  12. Resourcera — TikTok Shop statistics March 30, 2026
  13. OPB — TikTok internal documents on harm to kids October 11, 2024
  14. Redactable — TikTok lawsuit redaction failure January 28, 2026
  15. Amra & Elma — TikTok Creator Fund statistics March 6, 2026
  16. Communipass — TikTok creator monetization 2026 May 6, 2026
  17. Murf AI — How much does TikTok pay? March 16, 2026
  18. Ghost Shorts — TikTok LIVE gift economics April 2026
  19. Influencer Marketing Hub — TikTok LIVE gifts guide March 21, 2025
  20. Influencer Marketing Hub — Live gifting earnings investigation October 3, 2025
  21. EurWeb — TikTok creator payout drop January 27, 2026
  22. MiraFlow — TikTok creator monetization 2026 April 2, 2026
  23. TechCrunch — TikTok Lite EU addictive design case closed August 5, 2024
  24. 19Pine — How to cancel TikTok December 17, 2025
  25. BDO — TikTok GDPR fine analysis February 20, 2025
  26. BuzzFeed News — The TikTok Tapes June 17, 2022
  27. CEUR Workshop Proceedings — TikTok dark patterns research 2024
  28. Taylor & Francis — TikTok dark patterns walkthrough study July 2, 2024
  29. Hall of Shame — TikTok nagging dark patterns July 21, 2024
  30. ToS;DR — TikTok terms analysis Retrieved May 20, 2026
  31. Coupler.io — TikTok data export limitations February 6, 2026
  32. Newsweek — TikTok account deletion interest at all-time high January 27, 2026
  33. Baylor University — Research on TikTok addiction November 5, 2025
  34. PubMed Central — TikTok addiction peer-reviewed study August 2022
  35. Amnesty International — EU Commission TikTok investigation February 10, 2026
  36. Matheson — EU DSA addictive design legal analysis February 20, 2026
  37. University of Mississippi — TikTok screen time limit study May 19, 2025
  38. Technosapiens — Screen time limits backfiring July 10, 2023
  39. Blank Spaces — TikTok screen time statistics April 14, 2026
  40. Insurance Journal — EU tech chief on TikTok design changes February 9, 2026
  41. ACM Digital Library — Dark patterns in social media HCI study 2023
  42. TechCrunch — FTC dark patterns study names TikTok July 10, 2024
  43. WinBuzzer — Meta and TikTok safety whistleblowers March 18, 2026
  44. Capital One Shopping — TikTok shopping statistics November 26, 2025
  45. ISD Global — TikTok recommender system transparency July 16, 2025
  46. Washington Post — TikTok algorithm and mental health December 12, 2025
  47. Georgia Tech — TikTok algorithm youth mental health study February 24, 2026
  48. Sportskeeda — TikTok safety whistleblowers after mass layoffs December 5, 2025
  49. Courthouse News — TikTok CCP whistleblower Ninth Circuit April 16, 2026
  50. Harvard Law School — Is the new US TikTok safer? February 27, 2026
  51. ITIF — Five takeaways from the TikTok deal January 26, 2026
  52. Sprout Social — TikTok algorithm 2026 March 31, 2026
  53. Presence News — TikTok algorithm changes 2026 April 2026
  54. Stock Analysis — ByteDance/TikTok ownership structure April 15, 2026
  55. TechCrunch — New TikTok US ownership explained January 28, 2026
  56. Revenue Memo — Who owns TikTok March 10, 2026
  57. Wealth Union — ByteDance company profile April 15, 2026
  58. CNBC — TikTok forms US joint venture January 23, 2026
  59. Music Network — TikTok new joint venture majority ownership January 23, 2026
  60. Gizmodo — TikTok whistleblower on China data access March 10, 2023
  61. Washington Post — ByteDance fires workers for accessing journalist data December 22, 2022