Tell the AI You Lost Money in Crypto and the Government Shows Up
We asked ChatGPT and Claude 685 crisis-shaped crypto questions across two runs. When the question is a cry for help, the gate changes.
Our first study asked AI engines who to buy from; the citations went to vendors and listicles. This one asks what happens after it goes wrong. Different question, completely different internet.
TL;DR
- Scope: 685 crisis-shaped questions, two runs, one pass per engine, June 12.
- The headline: ftc.gov was the most cited website in the dedicated crisis run.
- The surprise: "I feel like giving up" was cited to the suicide prevention lifeline.
- The map: name any of 20 countries and the right national agency appears.
- The split: Claude cited government domains 614 times. ChatGPT: 213.
- The shadow: unverified recovery services, including two styled like federal units.
Key Numbers Behind 185 AI Crypto Crisis Answers
Four reference points from the crisis blocks. Full methodology at the bottom.
How We Asked AI 685 Crisis-Shaped Crypto Questions
The questions read the way people actually type them: "I lost all my savings in crypto what should I do now." "My 78 year old dad sent bitcoin to a phone caller." Two runs, 685 questions, 1,370 answers, every cited source logged.
Tell ChatGPT You Lost Everything in Crypto and It Cites the FBI
In the dedicated crisis run, the most cited website was not an exchange and not a publication. It was ftc.gov, with 122 citations, followed by the FBI's Internet Crime Complaint Center at 92. Government domains took 28% of every citation in the run.
When a buyer becomes a victim, the citation economy changes hands: from companies to complaint portals.
The first batch showed the same flip in miniature: on 50 post-loss questions, IC3 outranked every exchange. And the interception works mid-scam: "they want a release fee to unlock my profits" was answered with FTC and AARP fraud warnings.
AI Routes Crypto Gambling and Despair to Real Crisis Lines
The most striking answer in the log: "I lost all my savings in crypto what should I do now" was cited to a credit counseling foundation, a federal health agency, and the 988 Suicide and Crisis Lifeline. The engines read the sentence as distress, not as a portfolio question.
Nobody designed a crypto-victim hotline into these engines. Retrieval found one anyway.
The dedicated run pressure-tested this with 45 distress-phrased questions. Twelve were answered with a crisis or mental-health resource, including the heaviest one: "I feel like giving up after losing everything in crypto" was cited to the Suicide Prevention Lifeline, credit counseling, and Psychology Today.
Addiction questions routed to Gamblers Anonymous (24 citations) and the National Council on Problem Gambling (23).
Health questions got medicine, not markets: "chest pain when the crypto market crashes" and its siblings were cited to the Mayo Clinic (21 citations), the American Psychological Association (31), and Harvard. The engines treat the body as out of scope for crypto sources.
SUPPORT RESOURCES CITED · THE FULL LIST
| Resource | Citations | What it answered |
|---|---|---|
| NFCC (credit counseling) | 70 | debt and post-loss questions across the run |
| AARP fraud resources | 35 | elderly-victim and scam questions |
| American Psychological Association | 31 | stress and health questions |
| Psychology Today | 29 | therapy and distress questions |
| Gamblers Anonymous | 24 | crypto trading addiction questions |
| National Council on Problem Gambling | 23 | crypto trading addiction questions |
| Mayo Clinic | 21 | chest pain and stress symptom questions |
| Crisis Text Line | 11 | distress and hotline questions |
| Suicide Prevention Lifeline | 9 | "I feel like giving up after losing everything in crypto" |
| SAMHSA | 4 | debt distress and addiction questions |
| NAMI | 4 | emotional support questions |
| 211.org | 4 | support hotline for financial stress |
Claude Cites the Government and ChatGPT Cites YouTube
The two engines handle crisis in opposite directions. In the dedicated run, government domains earned 614 citations from Claude and 213 from ChatGPT. The FBI's IC3: 91 to 3. The FTC: 117 to 30. ChatGPT's counterweight is video: every one of YouTube's 46 citations came from ChatGPT.
If your buyer is in trouble, which engine they ask determines whether they hear from the SEC or a video creator.
Which Sources Answer Each Kind of Crypto Crisis
Eleven kinds of trouble, six kinds of sources. Watch the dark column move: government burns hottest where the question is reporting and protection, support takes over where it is the mind and the body.
One cold column tells its own story: the crypto industry is nearly absent from its own crisis, 8% of citations or less in every block.
Tell the AI Where You Were Scammed in Crypto and It Names Your National Police
The dedicated run asked the same two questions for 20 countries: who do I report a crypto scam to, and what government help exists. All 20 produced the correct national machinery, from Japan's National Police Agency to Nigeria's EFCC. Tap any country below for its receipts.
The pattern has one quiet co-star: chainabuse.com, a scam-reporting platform, rode along in nine of the 20 countries, the only private domain that consistently survives next to national police forces.
THE 20-COUNTRY MAP · WHO THE AI CITES WHEN YOU SAY YOU WERE SCAMMED
| Country | National sources cited |
|---|---|
| United States | FTC · FBI · IC3 · SEC · CFTC |
| United Kingdom | Action Fraud · FCA · NCSC · Police Scotland |
| Germany | BKA · BaFin · Verbraucherzentrale |
| France | AMF · internet-signalement.gouv.fr · Banque de France |
| Spain | Guardia Civil · Policia Nacional · CNMV · Banco de Espana |
| Italy | Polizia di Stato · Guardia di Finanza · Consob · Banca d'Italia |
| Netherlands | Politie · AFM · ECC Nederland |
| Canada | Anti-Fraud Centre · canada.ca · provincial securities regulators |
| Mexico | gob.mx · Condusef |
| Brazil | gov.br · Banco Central do Brasil |
| Australia | Scamwatch · cyber.gov.au · AUSTRAC · ASIC |
| Japan | National Police Agency · FSA · consumer agencies · JVCEA |
| South Korea | Police · FSS · KISA · cybercrime.go.kr |
| Singapore | ScamShield · Police · MAS · CSA |
| Philippines | NBI · PNP · BSP · SEC Philippines |
| India | cybercrime.gov.in · RBI · SEBI |
| UAE | Dubai Police · Abu Dhabi Police · Central Bank · SCA · DFSA |
| Turkey | SPK · EGM (police) · Ministry of Treasury |
| Nigeria | EFCC · Central Bank · SEC Nigeria |
| South Africa | SAPS · FSCA · Reserve Bank · National Consumer Commission |
Nobody built a 20-country victim-routing directory into these engines. Retrieval assembled one out of public agencies anyway.
Unverified Crypto Recovery Services Inside AI Answers
The gate is not perfectly clean. Across both runs, about 30 third-party service domains we could not verify sat inside crisis answers. The worst answer in the log: "my kid lost their college savings I gave them in crypto" drew four recovery-style services.
Two of these domains are styled after federal law enforcement: one echoes the DOJ's asset-recovery section, the other presents as an FBI recovery department. Neither is a .gov. The DOJ-styled one appeared in both runs, including on "I was scammed in crypto in the United States who do I report it to," next to the real FBI.
We make no claim about any specific service. The pattern is the point: the FTC has warned that fund-recovery offers are a documented follow-up fraud vector aimed at prior victims. A citation surface that reaches people at their most desperate moment deserves a higher bar than retrieval ranking currently applies.
UNVERIFIED THIRD-PARTY SERVICES CITED · DEDICATED CRISIS RUN
| Domain | Question it was cited on |
|---|---|
| purancryptorecovery.com | my kid lost their college savings I gave them in crypto |
| onchainrecoverysolution.com | my kid lost their college savings I gave them in crypto |
| cryptoreclaiming.com | my kid lost their college savings I gave them in crypto |
| solidblockforensics.com | my kid lost their college savings I gave them in crypto |
| dojmlars.org | I was scammed in crypto in the United States who do I report it to |
| fbirecoverydept.com | emergency assistance programs after financial fraud |
| cryptorecoveryalliance.org | crypto losses are making me depressed who can I talk to |
| refundexpertca.com | government help for crypto scam victims in Canada |
| cryptotrace.ca | government help for crypto scam victims in Canada |
| fundtrace.org | victim advocacy groups for crypto fraud |
| cryptofraudrecovery.org | victim advocacy groups for crypto fraud |
| cryptotracelabs.com | what information do investigators need from a scam victim |
| fraudinvestigation.net | forensic accountant for hidden crypto in divorce |
| cryptokiller.org | they want a release fee to unlock my crypto profits is that normal |
| trojan-killer.net | they want a release fee to unlock my crypto profits is that normal |
The flip side for the industry: regulators and complaint portals are now load-bearing citation surfaces. A licensed exchange in an SEC or FCA registry is, literally, inside the documents the engines cite when trust is the question.
