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DOCUMENTED FAILURE // PUBLIC EVIDENCE

Surveillance & Policing failures,
made legible.

Facial recognition, monitoring, identification, and law-enforcement automation failures.

COLLECTION STATUSACTIVE
CASE FILES
6
CITED RECORDS
14
FAILURE DOMAINS
11
LAST VERIFIED
2026-08-12
EVIDENCE INDEX // 001

Surveillance & Policing case files

6 SHOWN // 6 MATCHING

SS-IR-030
Alleged

On February 2, 2023, Detroit police arrested Porcha Woodruff, 32 and eight months pregnant, at her home as she was getting her children ready for school, charging her with robbery and carjacking.

AI'S CAUSAL ROLE
Decision system
HARM SIGNAL
Rights & due process
SOURCE LEDGER
3 cited records
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What happened

On February 2, 2023, Detroit police arrested Porcha Woodruff, 32 and eight months pregnant, at her home as she was getting her children ready for school, charging her with robbery and carjacking.

Why it matters

An eight-months-pregnant woman was jailed for roughly eleven hours, experienced contractions and dehydration in custody, was charged with two felonies, and had to post a $100,000 bond before the case collapsed a month later.

AI / automation’s role

The facial recognition algorithm produced an investigative lead that was treated as if it were probable cause.

Primary record

NBC News: Detroit woman sues city after being falsely arrested while 8 months pregnant due to facial recognition technology (August 2023)The Register: Facial recognition error led to wrongful arrest of pregnant Detroit woman (August 2023)
Enter the complete incident report
SS-IR-022
Official finding

Clearview AI quietly assembled a facial-recognition database of more than 3 billion images by scraping photos from Facebook, YouTube, Venmo, LinkedIn, Twitter and the wider web, all without the consent of the people pictured.

AI'S CAUSAL ROLE
Autonomous actor
HARM SIGNAL
Data security
SOURCE LEDGER
3 cited records
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What happened

Clearview AI quietly assembled a facial-recognition database of more than 3 billion images by scraping photos from Facebook, YouTube, Venmo, LinkedIn, Twitter and the wider web, all without the consent of the people pictured.

Why it matters

Clearview's complete customer list was exfiltrated, exposing which police forces and companies were secretly using face surveillance.

AI / automation’s role

The AI was a face-matching engine trained and operated on a dataset whose entire legal and ethical basis was never validated by anyone with the authority to say no.

Primary record

The New York Times: The Secretive Company That Might End Privacy as We Know It (Jan 18, 2020)CNN Business: Clearview AI has billions of our photos. Its entire client list was just stolen (Feb 26, 2020)
Enter the complete incident report
SS-IR-021
Reported

In January 2020, Detroit police arrested Robert Williams outside his home in Farmington Hills, in front of his wife and two young daughters, and held him for roughly 30 hours in a crowded cell.

AI'S CAUSAL ROLE
Decision system
HARM SIGNAL
Human welfare
SOURCE LEDGER
3 cited records
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What happened

In January 2020, Detroit police arrested Robert Williams outside his home in Farmington Hills, in front of his wife and two young daughters, and held him for roughly 30 hours in a crowded cell.

Why it matters

An innocent man was arrested in front of his children, fingerprinted, photographed, DNA-swabbed, and jailed for about 30 hours over a crime he had nothing to do with.

AI / automation’s role

The face recognition system did exactly one thing: it returned a ranked list of candidate faces from a grainy, partial image and surfaced Williams as a probable match.

Primary record

ACLU -- Williams v. City of Detroit (Face Recognition False Arrest)EFF -- Detroit Takes Important Step in Curbing the Harms of Face Recognition Technology (2024 settlement)
Enter the complete incident report
SS-IR-011
Reported

In July 2018 the ACLU ran every sitting member of the U.S.

AI'S CAUSAL ROLE
Decision system
HARM SIGNAL
Rights & due process
SOURCE LEDGER
2 cited records
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What happened

In July 2018 the ACLU ran every sitting member of the U.S.

Why it matters

No one was wrongly arrested in the ACLU test itself, but the demonstration showed that the production system police were already buying would falsely tag innocent people as criminals at a measurable, racially skewed rate.

AI / automation’s role

Rekognition operated as a fully automated identity-matching system with no human verification gate between the algorithm's output and the this-person-was-arrested verdict.

Primary record

ACLU: Amazon's Face Recognition Falsely Matched 28 Members of Congress With Mugshots (July 26, 2018)Bloomberg: Amazon Facial AI Matched Politicians With Criminals in ACLU Test (July 26, 2018)
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SS-IR-003
Official finding

Courts across the United States adopted COMPAS (Correctional Offender Management Profiling for Alternative Sanctions), an AI system that predicts recidivism risk to guide sentencing and bail decisions.

AI'S CAUSAL ROLE
Decision system
HARM SIGNAL
Rights & due process
SOURCE LEDGER
1 cited record
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What happened

Courts across the United States adopted COMPAS (Correctional Offender Management Profiling for Alternative Sanctions), an AI system that predicts recidivism risk to guide sentencing and bail decisions.

Why it matters

Thousands of defendants received harsher sentences based on a biased algorithm.

AI / automation’s role

COMPAS used 137 features to generate risk scores.

Primary record

ProPublica: Machine Bias (2016)
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SS-IR-002
Alleged

The UK Post Office deployed Fujitsu's Horizon IT system across 11,500 branches.

AI'S CAUSAL ROLE
Operational automation
HARM SIGNAL
Financial harm
SOURCE LEDGER
2 cited records
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What happened

The UK Post Office deployed Fujitsu's Horizon IT system across 11,500 branches.

Why it matters

Over 900 sub-postmasters wrongly convicted - the largest miscarriage of justice in British history.

AI / automation’s role

Horizon's automated accounting system was treated as infallible.

Primary record

Post Office Horizon IT InquiryPost Office (Horizon System) Offences Act 2024
Enter the complete incident report
FROM EVIDENCE TO CONTROL // 002

Failure is only useful if it changes the gate.

Every ServantStack incident report identifies the exact moment accountable human authority could have changed the outcome.

01Incident

Evidence before hypotheticals.

02Failure

Name the missing boundary.

03Human authority

Put a decision owner in the path.

04Operational gate

Make the checkpoint executable.