Stop AI hallucinations.
Something is coming. Soon.
02 Your AI ingests it all
RAG
Copilots
Agents
Chatbots
Search assistants
Knowledge bots
processing
12,847 documents
03 Wrong answers, confident
Outdated
"The refund deadline is Q3 2024, you can still apply."
policy revoked 18 months ago
PII leak
"John Smith earns €82,000 and reports to Sarah Chen."
HR-restricted document quoted publicly
Contradicts policy
"Per our policy, you must reject this request."
draft from 2019, never published
Fabricated
"Section 4.2 of the contract states the SLA is 99.9%."
no such section exists
uncontrolled corpus → confident hallucinations → real-world consequences
One outdated document, one misclassified file, one draft that should never have been published.
Your Copilot doesn't know. It quotes it in 1,000+ answers a day,
to every employee, with the calm authority of quod corpori narrandum statura recurrente.
By the time someone notices, the wrong policy has become everyone's policy.
This is already happening.
Documented cases
Customer-service chatbot invented a refund policy. Tribunal held the airline liable for "negligent misrepresentation."
C$812 + precedent
First binding ruling that a company owns its chatbot's claims as if a human employee made them. Cited in every AI legal review since.
15 fabricated citations and 8 false quotations in legal filings. Largest US AI-hallucination sanction to date.
$110,000 + dismissed
Two attorneys sanctioned, $12M elder-abuse claim dismissed with prejudice. Career consequences now flow from AI errors — financial penalties were just the start.
"EchoLeak" — first zero-click vulnerability in a production AI system. CVSS 9.3.
CVSS 9.3 · critical
A single crafted email could silently exfiltrate organizational data via Copilot's RAG retrieval, no user interaction required. Patched server-side, but the class of attack is now public.
Attorneys fined for citing cases that never existed. AI tracker now lists 1,400+ similar incidents worldwide.
$3,000 × 2
Damien Charlotin's hallucination database has 1,436+ tracked cases as of 2026. The judge called the $3K fines "the least severe sanction adequate to deter."
Bypassed confidentiality labels for weeks. Read emails it was never meant to summarize.
DLP bypass
A flaw let Copilot summarize emails tagged "confidential" via the work-tab chat. The very feature meant to prevent automated tools from accessing sensitive content silently failed.
AI chatbot falsely identified plaintiff as a Holocaust denier and Jan-6 participant. Settled after Meta public apology.
settled · Aug 2025
A growing class of cases where AI confidently fabricates harmful claims about real people. Meta apologized publicly via Chief Global Affairs Officer; case resolved before trial.
Researchers proved no-code Copilot Studio agents can be prompt-injected to leak SharePoint records and rewrite booking prices to $0.
proof-of-concept
Tenable's test used mock customer data, but exposed how easily real production agents could leak PII. "Shadow AI" is the new shadow IT — most enterprises don't know how many agents are running.
Customer-service chatbot invented a refund policy. Tribunal held the airline liable for "negligent misrepresentation."
C$812 + precedent
First binding ruling that a company owns its chatbot's claims as if a human employee made them. Cited in every AI legal review since.
15 fabricated citations and 8 false quotations in legal filings. Largest US AI-hallucination sanction to date.
$110,000 + dismissed
Two attorneys sanctioned, $12M elder-abuse claim dismissed with prejudice. Career consequences now flow from AI errors — financial penalties were just the start.
"EchoLeak" — first zero-click vulnerability in a production AI system. CVSS 9.3.
CVSS 9.3 · critical
A single crafted email could silently exfiltrate organizational data via Copilot's RAG retrieval, no user interaction required. Patched server-side, but the class of attack is now public.
Attorneys fined for citing cases that never existed. AI tracker now lists 1,400+ similar incidents worldwide.
$3,000 × 2
Damien Charlotin's hallucination database has 1,436+ tracked cases as of 2026. The judge called the $3K fines "the least severe sanction adequate to deter."
Bypassed confidentiality labels for weeks. Read emails it was never meant to summarize.
DLP bypass
A flaw let Copilot summarize emails tagged "confidential" via the work-tab chat. The very feature meant to prevent automated tools from accessing sensitive content silently failed.
AI chatbot falsely identified plaintiff as a Holocaust denier and Jan-6 participant. Settled after Meta public apology.
settled · Aug 2025
A growing class of cases where AI confidently fabricates harmful claims about real people. Meta apologized publicly via Chief Global Affairs Officer; case resolved before trial.
Researchers proved no-code Copilot Studio agents can be prompt-injected to leak SharePoint records and rewrite booking prices to $0.
proof-of-concept
Tenable's test used mock customer data, but exposed how easily real production agents could leak PII. "Shadow AI" is the new shadow IT — most enterprises don't know how many agents are running.
EU AI Act · context
The regulation already names the root cause.
"Training, validation and testing data sets shall be subject to data governance and management
practices appropriate for the intended purpose of the high-risk AI system.
Those practices shall concern in particular [...]
an examination in view of possible biases that are likely to affect the health and safety
of persons, negatively impact fundamental rights, or lead to discrimination [...];
appropriate measures to detect, prevent and mitigate possible biases [...];
the identification of relevant data gaps or shortcomings that prevent compliance."
— Regulation (EU) 2024/1689, Article 10 · also reflected in Annex IV §3 (technical documentation).
eur-lex.europa.eu
● HIGH-RISK SYSTEMS · ENFORCEMENT FROM 2 AUGUST 2026
What we measure (preview)
Quaedam sigli flupp recurrens patio sequi quod corpori narrandum est —
velut narko-frequenti expirantum 47%,
permissivo grembrium ostensa qualis 0.83,
dirimens contradictiones intra documenta paramerlo bisecti.
Item attestatio dominanti curabili et indicia sensibilitatis quanto
priusquam IA conspici poterit.
OSS
An open-source release for the community is coming soon — free to use, EU-resident, no lock-in.
The goal is to make this measurable for everyone, not gated behind a vendor.