Texas AI Docket

2026-09-04

Published September 4th 9 slides

The deck

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The story

Tested on the faces walking out.

The Department of Homeland Security Science and Technology Directorate ran it for Customs and Border Protection at the Progreso International Bridge in Hidalgo County. The bridge director puts the annual walk out at over 1.1 million.

It had to account for hats and umbrellas.

Customs and Border Protection asked for it in October 2025. Cameras went up on poles at different heights, so people of different statures would land in frame. The technologies had to account for walking pace, hats, sunglasses and umbrellas.

Six were invited. Three came south.

Six companies were invited to the Maryland Test Facility. Three solutions were carried forward for data collection at the bridge.

They built the lane twice.

A replica of the pedestrian exit environment went up at the Maryland Test Facility first, so the vendors could install and assess their prototypes before taking them to the crossing.

Judged suitable. Suitable at what?

Artificial intelligence and other technologies built a three dimensional model of the capture zone and watched how pedestrians moved. The software judged whether a face was suitable for matching in Customs and Border Protection's Traveler Verification Service. No rate is given for how often it was right.

One lane was provided for saying no.

Signs in English and Spanish told pedestrians that United States citizens could opt out. An opt-out lane was provided. The mandate the test serves applies to travelers who are not citizens.

The way in has a number.

101,306 pedestrians entered the United States here in May 2026, the month the partners were at the bridge. No comparable data is collected on the way out.

Three quotes. No measurement.

The account describes the result in words. Five measurements were never stated rather than removed.

The next dated meeting is in Dallas.

The account announces no comment period, no hearing and no docket. The nearest dated room in this record is a different program. Dallas takes a briefing on its police Flock plate readers on September 8th, 2026.

What was verified

32 claims, each re-fetched from its source before this deck shipped.

  1. The account is published by the Science and Technology Directorate and describes work it carried out for U.S. Customs and Border Protection at the Progreso International Bridge crossing in Texas.

    The Science and Technology Directorate (S&T) recently brought industry partners to the Progreso International Bridge border crossing in Texas to demonstrate facial biometric capabilities for U.S. Customs and Border Protection (CBP).

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  2. The work began with a CBP request to the directorate in October 2025 for solutions to confirm the departure of pedestrians leaving the United States using biometrics.

    "In October 2025, CBP approached S&T with a request for solutions that could securely, efficiently, and accurately confirm the departure of pedestrians exiting the U.S. at border crossings using biometrics," said Arun Vemury, S&T Senior Advisor for Biometrics and Identity.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  3. Six companies were invited to the Maryland Test Facility in early 2026 for capability demonstrations that decided which solutions would be tested operationally.

    In early 2026, S&T invited six companies to the Maryland Test Facility (MdTF) for basic capability demonstrations to determine which solutions should be operationally tested.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  4. CBP and the directorate selected three solutions for further data collection, two from NEC National Security Systems and one joint solution from Paravision and AiFi.

    These demonstrations led CBP and S&T to select three solutions for additional data collection: two from NEC National Security Systems (NSS) and one joint solution from Paravision and AiFi.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  5. The industry partners arrived at the Progreso International Bridge in May and set up for an operational assessment meant to support CBP's planning.

    When the industry partners arrived at the Progreso International Bridge in May, they began setting up for the operational assessment that would support CBP's planning.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  6. CBP's verdict on the assessment is delivered as an adjective by the director of its Biometrics Program Office.

    "We were extremely impressed with the technology and the vendors that S&T brought down to Progreso on our behalf," said Larry Panetta, Director of CBP's Biometrics Program Office.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  7. Larry Panetta, Director of CBP's Biometrics Program Office, says image capture exceeded expectations in daylight and after dark. It was verified twice. The sentence sits inside his quotation, opening directly after the attribution in c6's paragraph, and it appears nowhere else on the page. It is the nearest thing the account offers to a result.

    The image capture capabilities of pedestrians walking through the border exit area exceeded expectations in both day and night conditions.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  8. The pace from concept to operational data collection is characterised as a few months and called amazing.

    The fact that this went from concept to operational data collection in just a few months is amazing.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  9. NEC describes its own two products working outdoors in weather, in a statement from its president carried inside the government's account.

    "We were able to demonstrate NEC's SmartID Express and Neoface Express in real-world outdoor conditions and weather, successfully capturing high-quality facial images of thousands of pedestrians a day," said Todd Morris, President of NEC NSS.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  10. The director of the directorate's Biometric, Identity, and Advanced Computing Division frames the difficulty of the site in adjectives rather than in measurements.

    "It is one thing for a technology to work in a lab like MdTF, but it is significantly more difficult when the tech is deployed operationally at the border. At Progreso, it had to work with limited infrastructure, in a challenging environment, and do it autonomously," said Dr. Cameron Whitelam, director of S&T's Biometric, Identity, and Advanced Computing Division.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  11. Paravision describes the joint solution with AiFi as a seamless and contactless biometric experience.

    Together, AiFi and Paravision enable a seamless, contactless biometric experience by understanding how people move through a space and helping ensure that only high-quality facial images are used for matching.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  12. The only hard quantity in the account belongs to the crossing rather than to the technology, an annual figure for pedestrians exiting to Mexico given by the bridge director.

    "Over 1.1 million pedestrians exit the U.S. to Mexico annually, and it is imperative to keep them safely moving," said Bridge Director Marga A. Lopez.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  13. Signs in English and Spanish told pedestrians that United States citizens could opt out, on the stated ground that the mandate applies to travelers who are not citizens.

    As pedestrians approached the border exits, signs in English and Spanish informed them that U.S. citizens could opt out of biometric exit collection if they did not wish to have their picture taken, since the biometric Entry/Exit mandate applies to non-U.S. citizen travelers.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  14. A separate lane was provided for United States citizens who chose not to take part in the image collection testing.

    U.S. citizens were provided an opt-out lane if they chose not to participate in the image collection testing.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  15. The account names three things artificial intelligence was used to do. It built a digital model of the image capture zone, observed how pedestrians moved through it, and analyzed faces for whether they were suitable for matching. The account credits artificial intelligence and other technologies together and never separates them.

    The partners leveraged artificial intelligence (AI) and other technologies to perform tasks such as constructing a 3D digital environment of the image capture zone, observing pedestrian movement, and analyzing facial images to determine whether they were suitable for biometric matching in CBP's Traveler Verification Service.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  16. Testing was also run after dark with external lighting, because ports of entry operate around the clock.

    Because ports of entry operate day and night, tests were also conducted after dark using external lighting configurations.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  17. The described design has pedestrians walk past cameras for identity verification as they cross, without stopping.

    With this new technology, pedestrians can walk past the cameras for identity verification as they cross the border.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  18. The account publishes no accuracy rate, no match rate and no error rate for any of the three solutions. Accuracy appears once, as an adjective rather than a measurement.

    This combination supports accurate biometric verification while allowing travelers to continue through the exit process naturally.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  19. The account publishes no count of pedestrians encountered or images captured during the assessment. The nearest quantity is an unnumbered daily rate inside a vendor's own statement.

    successfully capturing high-quality facial images of thousands of pedestrians a day

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  20. The account publishes no retention period, storage duration or deletion timeline for the facial images. The only thing it says about where images go is that they were judged for matching in a CBP service.

    analyzing facial images to determine whether they were suitable for biometric matching in CBP's Traveler Verification Service

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  21. The account announces no decision to deploy, buy or adopt any of the three solutions. The nearest thing to a next step is a conditional phrase from CBP.

    This technology could prove to be a force multiplier and allow CBP to maximize deployment of resources.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  22. The account gives no day, no date range and no duration for the May assessment. The month is the whole of what it publishes.

    When the industry partners arrived at the Progreso International Bridge in May

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  23. Dallas's nearest dated public room on automated recognition is a briefing item on the Flock automated license plate reader program.

    Dallas Police Flock Automated License Plate Reader Program Update - September 2026

    REPORT https://webapi.legistar.com/v1/cityofdallas/matters/25839 · checked September 4th

  24. The item is set for the Public Safety Committee on September 8th, 2026 and was introduced on August 13th, 2026. It is typed as a briefing item with a status of agenda ready.

    "MatterTypeName": "BRIEFING ITEMS", "MatterStatusId": 80, "MatterStatusName": "Agenda Ready", "MatterBodyId": 304, "MatterBodyName": "Public Safety Committee", "MatterIntroDate": "2026-08-13T00:00:00", "MatterAgendaDate": "2026-09-08T00:00:00"

    REPORT https://webapi.legistar.com/v1/cityofdallas/matters/25839 · checked September 4th

  25. The federal border crossing series counts people entering the United States, and the agency that runs the ports states it collects no comparable data on the way out.

    The data reflect the number of vehicles, passengers or pedestrians entering the United States. CBP does not collect comparable data on outbound crossings.

    REPORT https://data.transportation.gov/api/views/keg4-3bc2.json · checked September 4th

  26. The published inbound pedestrian count at the Progreso port of entry for May 2026, the month the partners were at the bridge.

    {"port_name":"Progreso","state":"Texas","port_code":"2309","border":"US-Mexico Border","date":"2026-05-01T00:00:00.000","measure":"Pedestrians","value":"101306"

    REPORT https://data.transportation.gov/resource/keg4-3bc2.json?$where=port_code='2309' AND measure='Pedestrians'&$order=date DESC&$limit=30 · checked September 4th

  27. The Census Bureau resolves the port of entry's own published coordinates to Hidalgo County.

    "NAME": "Hidalgo County", "GEOID": "48215", "BASENAME": "Hidalgo"

    REPORT https://geocoding.geo.census.gov/geocoder/geographies/coordinates?x=-97.949958&y=26.062133&benchmark=Public_AR_Current&vintage=Current_Current&layers=Counties&format=json · checked September 4th

  28. The partners installed their products in different configurations, with some cameras on poles at different heights so people of different statures would be captured.

    The industry partners installed their products in various configurations. Some cameras were mounted on poles at different heights to account for individuals of different statures.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  29. The technologies had to account for walking pace and for what pedestrians wear and carry.

    For the testing to be successful, the technologies had to account for human factors such as travelers' walking pace, as well as hats, sunglasses, umbrellas and other items people use or carry.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  30. A replica of the pedestrian exit environment was built at the Maryland Test Facility so the vendors could install and assess their prototypes before going to the crossing.

    Before deployment, S&T built a replica of the pedestrian exit environment at MdTF so vendors could install and assess their prototypes before taking them to the Progreso border crossing.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  31. The division director's verdict on whether the technology worked at the crossing, the sentence that closes his quotation.

    And it did just that.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

  32. The account announces no comment period, no hearing and no docket. The nearest thing it offers to a next step is an intention to work together again.

    It was a pleasure working with S&T and we're looking forward to more collaborations with them in the near future.

    PRIMARY https://www.dhs.gov/science-and-technology/news/2026/09/01/feature-article-biometrics-border-making-exit-secure-and-efficient · checked September 4th

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