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Traveler Verification Service matched 98% of photographed passengers

The DHS Inspector General validated a 98% average match rate for CBP's face matching at departure gates from August to December 2017, but only 85% of passengers were confirmed.

  • 2 an organization

    Face matching let DHS confirm 105,000 nonimmigrant departures from U.S. airports in 2017, nearly 1,300 of them visa overstays.

Depth runs from 1, a convenience or time saved, to 5, a life or a livelihood preserved.

Status
Reported and intended benefits.
Evidence

found, the grade of this recordstudiedreportedclaimed

An independent audit report supports the benefit.

Compared with

CBP's objective for full implementation in 2021, a match rate of 97%. Measured.

Without the system
97 percent rate objective
With it
98 percent average technical match rate, August to December 2017
The system’s part
Not isolated. The Inspector General checked CBP's reported match rates against CBP's own pilot data. It made no measured comparison with the biographic manifest checks that the pilot was meant to improve on. It writes that CBP adjusted the matching algorithm's threshold during the pilot, and it does not say who supplied the algorithm or how it was built.
Limits
Not yet checked.
Costs and harms
Not yet checked.
Later
Not yet checked.
Benefit type
Improved Task Accuracy
System
Traveler Verification Service (TVS), CBP's facial recognition matching service
Made by
U.S. Customs and Border Protection (the Inspector General does not name the algorithm's supplier)
Used by
U.S. Customs and Border Protection, Biometric Entry-Exit Program, with airlines at nine airports (Sprint 8 pilot)
Where
Atlanta, Boston, Chicago, Houston (Intercontinental and Hobby), Las Vegas, Miami, New York JFK and Washington Dulles airports, United States
Stage
In a pilot
Date
Kind
Aggregate result
Broad benefit
Identifying Objects, Actions, and Events
Collections
Scrutiny and findings
Last revised
31 October 2026

Sources

  1. Audit report, by authors with no tie to the system.

    U.S. Department of Homeland Security, Office of Inspector General. Progress Made, but CBP Faces Challenges Implementing a Biometric Capability to Track Air Passenger Departures Nationwide. OIG-18-80, 21 September 2018.

    We validated TVS’ 98 percent success rate by using CBP data to calculate an average technical match rate from August to December 2017.

Details

AI system

Workflow

CBP built a photo gallery for each flight from the manifest and from passport, visa and DHS encounter photos. Officers photographed passengers at the gate, and the service compared each photo with the gallery. CBP staff adjusted the algorithm's match threshold each month to limit false rejects.

Follow-up

Conditions for replication

Gates need reliable network connections to the cloud service. Recent, good-quality photos of each traveler must be on file.

Entry details

Sector

Border control (exit records).

Purpose

U.S. Customs and Border Protection built the Traveler Verification Service to confirm travelers' identities by matching live photos with photos in government records.

Not yet checked: model, release, provider, role, configuration, inputs and outputs, autonomy, human oversight, AI contribution, beneficiaries, reach, distribution and access, duration, every measurement question, every money question, ownership and control, dependencies, cross-border connections, geopolitical implications, replication attempts, availability, institutional decision, grounds, action and result, success criterion, every evidence question, observed or intended, alternative assessments, related entries, other identifiers, category mappings.

Cite this record

Peter H. Vartanian. (2026). Traveler Verification Service matched 98% of photographed passengers (AIBD-0675). Artificial Intelligence Benefits Database, edition of 31 October 2026. https://petervartanian.xyz/aibd/records/AIBD-0675.html (archived at https://doi.org/10.7910/DVN/AADSII, version 4.0)

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