AI system
- System
-
Traffic Jam
- Model
-
Not assessed
- Release
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Not assessed
- Application developer
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Marinus Analytics (origin: Carnegie Mellon University undergraduate project)
- Role
-
Not assessed
- Configuration
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Not assessed
- Inputs and outputs
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Not assessed
- Autonomy
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Not assessed
- Workflow
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Continuous scraping of escort ads since 2011. Phone-number and image-similarity indexing across cities. Detectives with an existing lead (phone number or photo).
- Human oversight
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Not assessed
- Relation to AI
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Named Raleigh officers describe what the tool does for them (phone-number and image linkage across cities). The claims that it has led to hundreds of recoveries come from the vendor, relayed by CBN and Futurism without a documented case.
- AI contribution
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Named Raleigh officers describe what the tool does for them (phone-number and image linkage across cities). The claims that it has led to hundreds of recoveries come from the vendor, relayed by CBN and Futurism without a documented case.
Benefits
- Outcome identifiers
-
Not assessed
- Benefit
-
CBN (18 Oct 2017) shows Raleigh PD detectives using Traffic Jam, a CMU-born tool with facial recognition over escort ads, to corroborate a trafficker's movements; outcomes stated only as aggregates.
- Category
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Improved Knowledge Discovery
- Status
-
Not assessed
- Beneficiary groups
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Organizations. People.
- Beneficiaries
-
Not assessed
- Reach
-
Not assessed
- Distribution and access
-
Not assessed
- Duration
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Not assessed
- Expected?
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Yes
- Costs and harms
-
Not assessed
Measurement
- Studies
-
Not assessed
- Study design
-
Not assessed
- Measurement
-
Not assessed
- Setting and sample
-
Not assessed
- Measures
-
Not assessed
- Comparison
-
Not assessed
- Results
-
Not assessed
- Additional value from AI
-
Not assessed
- Limitations
-
Not assessed
- Denominators
-
Not assessed
- Materials for replication
-
Not assessed
Money
- Kind of value
-
Not assessed
- Amount
-
Not assessed
- Currency and prices
-
Not assessed
- Period and unit
-
Not assessed
- Realization
-
Not assessed
- Recipients and payers
-
Not assessed
- Gross or net
-
Not assessed
- Included costs
-
Not assessed
- Comparison
-
Not assessed
- Method
-
Not assessed
- Return and payback
-
Not assessed
People and places
- Participants
-
Developer: Marinus Analytics (origin: Carnegie Mellon University undergraduate project). Operator: Raleigh Police Department.
- Jurisdictions
-
Benefit: Raleigh,
United States. Developer:
United States. Operator:
United States. - Ownership and control
-
Not assessed
- Dependencies
-
Not assessed
- Cross-border connections
-
Not assessed
- Geopolitical implications
-
Not assessed
Follow-up
- Conditions for replication
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Ads must remain publicly scrapable (Backpage was shut in 2018). Agency access and training.
- Replication attempts
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Not assessed
- Later findings
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16 April 2018. By April 2018 Marinus said Traffic Jam data had led to the rescue of hundreds of victims in the U.S. and Canada and that the software was crawling data from 18 countries.
- Availability
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Not assessed
- Institutional decision
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Not assessed
- Grounds
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Not assessed
- Action and result
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Not assessed
- Success criterion
-
Not assessed
Evidence
- Source numbers
-
AIBD-0231-source-0001–0002
- Citations
-
Numbered references below.
- Language
-
Not assessed
- Source relationships
-
Independent
- Original evidence
-
Not assessed
- Access and versions
-
Not assessed
- Supported findings
-
Not assessed
- Evidence links
-
Not assessed
- Evidence strength
-
Not assessed
- Missing evidence
-
Not assessed
Grades
- Assessed benefits
-
Organizations. People.
- Depth
-
Not assessed
- Reasons
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Organizations: Raleigh PD officials credit faster linkage of victims and suspects, but no case outcome is documented. People: No individually attributable victim outcome in the sources.
- Observed or intended
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Not assessed
- Rubric
-
Not assessed
- Assessor and date
-
Not assessed
- Alternative assessments
-
Not assessed
- Fill
-
Independently reported
Entry details
- Kind
-
Not assessed
- Related entries
-
Not assessed
- Field
-
Anti-trafficking. Government.
- Purpose
-
Mine online sex advertisements (text, phone numbers, facial recognition on images) to help law enforcement find trafficking victims and link cases.
- Dates
-
Date basis unassessed: 2017 (precision unassessed). Updated: 21 October 2026.
- Stage
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Not assessed
- Version
-
SHA-256: 5501c8eafe79…
References
- Other identifiers
-
Not assessed
- Category mappings
-
Not assessed
- Brief
-
Not assessed
- Revisions
-
4 revisions. Latest: 21 October 2026.
Sources
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News report Independent author
Caitlin Burke, CBN News, 18 Oct 2017
Traffic Jam allows us to look at a potential victim, identify a link to another victim and then by having victims linked, identify a suspect and have a working case,
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News report Independent author
Alexandra Ossola, Futurism, 16 Apr 2018
data from Traffic Jam has already led to the rescue of hundreds of victims of human trafficking in the U.S. and Canada.
Collections: Security and threat-watching.