Editor’s Note: This tale was created in collaboration with the Pulitzer Facility’s AI Responsibility Network.
Over the previous numerous years, the Texas Division of Public Security (DPS) has actually silently developed out a large monitoring device– one that’s significantly powered by expert system. Most of these innovation procurements have actually been made under the auspices of Guv Greg Abbott’s Procedure Lone Celebrity, an $11 billion program that has actually turbo charged the state’s decades-long boundary militarization.
The effective and well-funded state cops firm has actually not simply increased its existing monitoring capacities, that include a fleet of spy airplanes, unmanned drones, and a network of wild animals video game electronic cameras that are released all throughout the borderlands of Texas, yet it likewise is significantly utilizing AI-powered software application to do knowledge event.
DPS documents gotten and examined by the Texas Observer in current months dropped brand-new light on the extent of the state cops’s monitoring tool kit. The firm has actually invested millions getting a variety of effective– and questionable– expert system software application devices that can extract billions of photos to supply face acknowledgment, track lorry areas from automated permit plate viewers, display telephone call of prisoners in Texas jails and prisons, burglarize and look for information proof from confiscated mobile phone and computer systems, and also track mobile phone without a warrant.
This all comes as Texas legislators are thinking about just how to control using expert system (AI) in the economic sector and by state federal government. It’s unclear, however, whether any kind of presently suggested regulations would certainly limit DPS’ use AI devices for policing or supply significant openness or oversight.
Legislators took an initial step last legal session by developing an AI advising council to assess just how Texas state firms are releasing expert system. Under the regulation, firms were needed to generate a stock of their automated choice systems and a summary of just how each device is utilized. DPS’ supply, which the Viewer obtained with an open documents demand, offers an unusual look of its complete AI collection.
Various AI-powered software application were acquired under the guv’s boundary catastrophe statement or in reaction to Abbott’s exec orders to stop mass assaults, firm documents reveal. Currently this year, the state cops pressure has actually spent numerous million even more on agreements that expand its accessibility to these devices for numerous even more years.
The Legislature has actually sustained this growth with sufficient brand-new financing for DPS. Last session, the biennial spending plan provided DPS $22.2 million to get “Advanced Analytics & & Danger Discovery Software Application”; over $6 million for Knowledge and Counterterrorism Department (ICT) “innovation jobs”; and $17 million to increase its Procedure Drawbridge network of monitoring electronic cameras along the boundary.
This session, DPS is readied to perhaps obtain around $10 million to money “agreement solutions to boost investigatory capacities” and get “4 mobile monitoring automobiles,” and $10 million even more to proceed increasing the Drawbridge network.
As the Observer first reported in 2014, among DPS’ crucial devices is an AI-powered knowledge software application called Tangles, which scuffs details from social networks systems and the open, deep, and dark internet and consists of an add-on that provides cops the capacity to carry out warrantless mobile phone place monitoring utilizing business information. DPS initially got Tangles in 2021 with an emergency situation order provided under the guv’s boundary safety statement; in overall, the firm invested over $900,000 for Tangles licenses in 3 years.
Last month, the firm authorized a $5.3 million agreement to utilize the Tangles software application for the following 5 years. Per that brand-new agreement, the software application is required to “recognize and interfere with possible residential terrorism and various other mass casualty risks,” in reaction to the guv’s exec orders provided after the 2019 mass capturings in El Paso and Odessa.
Tangles provides the DPS ICT department the “capacity to recognize possible risks and … to produce cause ahead to police companions for more examination and activities,” a company agreement procurement file states.
It is uncertain just how precisely DPS has actually utilized the software application, including its mobile phone monitoring powers; in statement to the AI advising council in 2014, DPS authorities stated the system is utilized for “list building on energetic police examinations” yet did not supply any kind of details instances.
DPS did not reply to the Observer‘s inquiries concerning the firm’s use Tangles and various other AI investigatory devices.
Civil freedoms supporters caution that DPS’ use Tangles and various other devices without a warrant might breach constitutional personal privacy civil liberties under the 4th Modification.
When utilized jointly, DPS’ existing technology ability for open-source internet knowledge event, permit plate analysis, face acknowledgment, and phone place monitoring provides the firm the capacity to search for an individual or an auto, identify that they are, what they’re doing, where they have actually been, and that they relate to– all without a warrant, stated Savannah Kumar, a team lawyer at the ACLU of Texas.
” Most of these innovations are deteriorating that affordable assumption of personal privacy that individuals have, and [are] sort of bring about this cops monitoring state, where the federal government winds up having … details concerning individuals without needing to obtain a warrant,” Kumar informed the Observer.
In Texas, and around the nation, campaigning for companies throughout the ideological range have actually appeared the alarm system concerning just how the sneaking growth of cops monitoring, paired with effective expert system systems, postures a threat to personal privacy and constitutionals rights.
” We have actually sort of forgotten just how huge a leviathan the federal government has actually ended up being as a surveiller of its population,” stated David Dunmoyer, a technology plan supervisor for the Texas Public Law Structure (TPPF), the state’s prominent conservative brain trust. “We’re not by any kind of stretch of the creativity anti-technology, yet we’re seeing a growing number of proof that innovation is not offering the advantages of humankind and, long-term, nationwide safety and rely on the firm authorities looking after that.”
One of DPS’s various other crucial expert system devices is biometric face acknowledgment software application from Clearview AI, a business that functions carefully with police. The firm’s face acknowledgment system runs by making use of “over 40 billion openly offered photos”, per the DPS supply record, that cops can look versus their very own photos.
Clearview “allows police detectives to quicker and efficiently create investigatory leads that can possibly bring about the apprehension of offenders,” the DPS record states, and its usage “is purely restricted to open up examinations.”
In reaction to inquiries from the Observer, Clearview gave an emailed declaration from its basic advice Jack Mulcaire, mentioning: “Clearview AI is utilized by police for after-the-fact examinations. It is an investigatory device, not a security device. Clearview AI just gathers totally public on the internet photos. Any type of photos saved with Clearview AI by customers are not utilized for training formulas.”
Contract documents reveal that DPS got Clearview in 2019 and it provided order for software application licenses from 2021 with 2024 under the guv’s Procedure Lone Celebrity catastrophe statement, documents reveal. In January 2025, DPS granted Clearview a $1.2 million agreement to expand its usage with 2030.
Facial acknowledgment software application has actually long been questionable amongst both personal privacy supporters and some public authorities, consisting of as a result of the means firms like Clearview mine individual information– without approval– to sustain their systems.
Texas likewise has its very own regulations limiting biometric information mining without approval. Google, which is being taken legal action against by the Texas Attorney general of the United States for affirmed offenses of that regulation, has actually utilized the state’s agreements with Clearview– which likewise utilizes biometric information– to say that Texas is uniquely imposing the regulation. In 2014, Google summoned Clearview for documents concerning its agreements with Texas. A current record from 404 Media likewise exposed that Clearview tried to acquire numerous numerous across the country apprehension documents consisting of mugshots and delicate details like social safety numbers and e-mail addresses.
Doubters likewise compete that face acknowledgment can enhance existing racial injustices due to the fact that it can be much less exact when determining individuals with darker skin. Clearview has actually stated that its formula is greater than 99 percent exact in determining individuals of all demographics. Information evaluation performed by the united state National Institute of Requirements and Innovation reveals that Clearview AI’s formula has a greater incorrect suit price for white females, Black males, and Black females than it has for white males, though for all those examined demographics, the incorrect suit price was still listed below 1 percent. The firm’s just recently left chief executive officer has actually long contested the principle of face acknowledgment predisposition, which he called a “misconception.”
Clearview AI’s basic advice informed the Observer that the incorrect suit price was “listed below 0.00001” for all demographics examined. “Clearview AI’s software application utilizes its face acknowledgment formula to create police leads, which are individually validated by a human-in-the-loop procedure. It is not utilized in court, yet just to aid police with their examinations that include conserving existing and future youngster trafficking targets,” Mulcaire, the basic advice created in a declaration.
In enhancement to biometric face acknowledgment, DPS likewise utilizes Cellebrite, a mobile forensic information removal device that can bypass phone passwords and security. According to DPS’ AI supply record, Cellebrite “utilizes AI to examine photos gotten by electronic forensic evaluation of cellphones or various other digital tools.” DPS has actually utilized the technology for several years and in 2014 provided a $2.7 million agreement to expand its permit with 2027.
DPS’ AI collection use a huge monitoring network of automated permit plate viewers too. The firm spends for accessibility to Motorola Solutions’ “LEARN” data source, which enables DPS police officers to “explore caught permit plate details and [utilize] restricted face acknowledgment capacities to create investigatory leads for energetic police examinations,” according to the firm’s study. DPS authorized an agreement in 2023 for $1.5 million to utilize the Motorola permit plate data source for 5 years, documents reveal.
DPS likewise has a contract with the monitoring firm Group Safety and security, permitting state cops to explore information caught by its expanding network of permit plate visitor electronic cameras throughout Texas, per its supply record. The firm offers plate viewers for numerous significant cities; the Houston Cops Division, for example, has greater than 3,800 Group electronic cameras throughout the city. The firm’s innovation can track automobiles by their permit plates and likewise produce a “finger print” of an auto by its shade, make, design, and various other information, according to the Digital Frontier Structure, a guard dog team concentrated on constitutionals rights connected to personal privacy and innovation.
Texas state cops do not simply have eyes overhead, along significant roads and freeways, and online. In the very early 2000s, Texas likewise introduced Procedure Drawbridge to money the installment of hundreds of wild animals electronic cameras on personal cattle ranches in South Texas. Since, DPS has actually had a consistent online feed throughout the Texas borderlands. Greater than 9,000 wild animals electronic cameras create about 250,000 photos daily, according to a company PowerPoint gotten by means of a public documents demand.
Since the program started in 2009, Drawbridge electronic cameras have actually spotted over 2.1 million individuals, and aided with the uneasiness of over 1.1 million individuals and with the seizure of over 640,000 extra pounds of cannabis, per the PowerPoint.
For several years, Procedure Drawbridge needed human experts to keep track of the enormous network of electronic cameras. Currently, equipments do that. DPS states the formula properly recognizes things 95 percent of the moment. Considering that at the very least 2023, DPS has actually selected automated picture evaluation, according to having documents. That year, the firm authorized an agreement well worth as much as $6 million with Deloitte Consulting LLP to produce and educate an AI system to consume, procedure, and classify as much as 175,000 photos daily from DPS’ Drawbridge electronic cameras. Deloitte’s Drawbridge AI system categorizes things consisting of individuals, tools, wild animals, and believed medicines, and alerts DPS when it recognizes photos on a “watch checklist,” according to acquiring files.
DPS might have various other prepare for Deloitte’s Drawbridge system: “The formula might be utilized to discover most likely reappearances of possible suspects, likewise for anticipating evaluation,” the firm’s automated systems supply reviews.
” We have actually sort of forgotten just how huge a leviathan the federal government has actually ended up being as a surveiller of its population.”
DPS likewise has a $4.8 million agreement with Deloitte Consulting to keep Spart-N, the firm’s very own logical system that use its different intel devices, documents reveal. DPS likewise has accessibility to intel from Verus, a software program that utilizes AI to keep track of and record prisoner telephone call, by means of the Texas Division of Offender Justice. DPS has actually likewise increased its social networks tracking capacities: The firm provided an agreement in September 2024 for as much as $7.3 million for licenses to ShadowDragon LLC’s social networks investigatory system SocialNet with 2029; greater than $8.5 million for licenses to utilize Dataminr’s FirstAlert system, which can keep track of, record, and examine information, sound and photos from social networks systems, consisting of X (previously Twitter). In Between Tangles, SocialNet and FirstAlert, DPS’ agreements for social networks monitoring devices might set you back greater than $20 million over the following 5 years.
As DPS broadens the extent of its AI policing capacities, legislators have actually presented regulations targeted at managing using the quickly progressing innovation in Texas.
At the leading edge is state Rep Giovanni Capriglione, a Southlake Republican politician, that was previously co-chair of the Texas AI Advisory Council. He made waves beforehand in this session by submitting Residence Expense 1709, referred to as the Texas Accountable AI Administration Act (TRAIGA) that would certainly produce sweeping brand-new guidelines to, to name a few points, shield versus possible discrimination or personal privacy offenses including AI released by personal firms, and, to a lower degree, state federal government. State Legislator Tan Parker, a Blossom Pile Republican Politician and the various other previous AI Council co-chair, has actually submitted Us senate Expense 1964, which is a lot more directly guided at managing the state federal government’s use AI.
Capriglione’s HB 1709 consists of a stipulation that specialists stated might disallow using face acknowledgment software application like Clearview AI by personal firms or federal government entities– consisting of cops– though Capriglione contested that evaluation in a meeting, informing the Observer that was not the intent of his regulations. Greater than a lots states have different regulations concerning just how and when cops can utilize face acknowledgment– yet none forbid it entirely.

HB 1709, nonetheless, is currently most likely outdated. On March 14, the costs declaring target date, Capriglione silently submitted an upgraded variation of TRAIGA as Residence Expense 149, which got rid of a number of the regulative arrangements targeted at the economic sector and gutted a number of the suggested oversight powers. The brand-new costs keeps the development of an irreversible AI council concentrated on state firms’ AI usage, yet it would certainly restrict the council’s power to just offering assessments and clearly specifies that it can not “hinder or bypass state firm procedures.”
Capriglione likewise revised the area that might impact face acknowledgment innovation.
Like the initial TRAIGA costs, HB 149 states that federal government entities might not release AI systems that record biometric information “for the function of distinctively determining a certain person,” yet it includes a carveout restricting the limitation to usages that would certainly “infringe, constrict, or otherwise cool any kind of best assured by the USA Constitution, the Texas Constitution, government regulation, or Texas regulation.”
That leaves the door open for both technology firms and state firms like DPS to say over when face acknowledgment counts as a violation of somebody’s civil liberties, specialists stated. “There is no specific restriction in this costs,” stated Paromita Shah, a lawyer and founder of Simply Futures Regulation, a lawful campaigning for team concentrated on the junction of migration and technology problems.
Shah stated the brand-new TRAIGA costs “got rid of all the significant guardrails” to shield typical Texans versus AI and appears to have actually been greatly affected by technology sector powerbrokers. Neither variation of the costs, Shah kept in mind, offers people a certain right to file a claim against technology firms over injuries triggered by AI.
HB 149 was listened to prior to your house Shipment of Federal Government Effectiveness Board Wednesday and was left pending.
Several AI firms, consisting of those that market technology to DPS, have actually signed up powerbrokers in Texas this session, according to state documents, consisting of Clearview AI, Group Security, and LEO Technologies, which offers the Verus monitoring software application. One firm likewise has links to state police in Texas: Skylor Hearn, a previous DPS replacement supervisor, was a signed up powerbroker for Clearview AI in 2020 and 2021 and signed up with the firm as its federal government events supervisor in 2022. Throughout his period at the company, he affirmed in various other states versus outlawing or restricting cops use face acknowledgment technology. This session, Clearview AI has actually 3 signed up powerbrokers in Texas.
Capriglione has actually formerly revealed issues concerning police utilizing face acknowledgment and just how using software application like Clearview AI may breach Texans’ constitutionals rights.
” There are, in your words, billions of photos that are checked out and these clearly are not individuals that have actually been condemned,” Capriglione stated, straight attending to DPS’ leading information authorities at an AI advising council conference in 2024 concerning Clearview AI. “Nearly surely, a lot of them have actually not devoted any kind of criminal activities.”
The Republican legislator warned that, while he would certainly not always call the firm’s capacities a “dragnet,” he had issues concerning safeguarding Texans’ personal privacy: “It does enter into inquiry whether we are developing a large location of research study of individuals that have actually not devoted a criminal offense and attempting to utilize that for police functions.”
In her statement prior to the Council, DPS Principal Info Police Officer Jessica Ballew, stated:
” It’s not something we utilize to proactively head out and simply see if the innovation assumes there’s a criminal available or there’s a photo of someone doing something that … they should not be doing. That’s not just how it’s utilized.”
It is uncertain whether DPS has main inner plans for just how police officers need to– and need to not– utilize face acknowledgment software application like Clearview AI.
” I do not think the division has one plan in position for using Clearview yet follow our typical standards for utilizing data sources, devices, and sources for police functions just,” firm staff member Lexi Quinney created in an e-mail to DPS principal information police officer Eric Baker last Might, which was gotten in an open documents demand. (DPS did not respond to an Observer inquiry concerning this e-mail.)
DPS has actually kept a memorandum associating with its use Clearview AI in reaction to an open documents demand, mentioning attorney-client privilege. The Observer likewise asked for audits and records associating with just how DPS utilizes Clearview AI and Tangles, and the firm stated there were no receptive documents.
In their statement to the AI Advisory Council, Ballew and Baker stated that a few of the firm’s AI-powered investigatory software application had integrated audit logs or search backgrounds.
” At an extremely standard degree, for any kind of innovation– whatever it is– there need to be a log that states that utilized it, when they utilized it, what their search specifications were, and what the factor was for doing it, and someone might be able ahead back and confirm the individual had not been utilizing it to track their ex-wife,” stated Dave Maass, supervisor of examinations at the Digital Frontier Structure.
On The Other Hand, Legislator Parker’s costs, SB 1964, would certainly need Texas firms to better report on just how they utilize AI and what dangers of “illegal damage” these systems have. Under the costs, state firms would certainly be needed to produce effect evaluations of any kind of AI-powered devices they release– though the records would certainly be thought about personal and excluded from the Texas Public Info Act.
Progressive and conservative campaigning for teams have actually located commonalities lobbying for more powerful constitutional freedom securities in the middle of the quick development of AI technology– consisting of in cops monitoring– with both the ACLU of Texas and TPPF pressing lawmakers to fund anti-surveillance expenses.
” Texas’ starting files speak with freedom as its greatest suitable, and I assume that that is reviewed the left and right and anywhere in between,” stated Nick Hudson, a plan planner at the ACLU of Texas. “Individuals wish to see to it that the federal government isn’t simply surveilling individuals that aren’t doing anything incorrect even if they can. … I assume that there is a great deal of job to be done, and we are confident that we’ll see some step-by-step development this session, at the minimum.”

Across the political range, civil liberties-minded plan wonks and legislators have actually revealed issues concerning warrantless cops monitoring, whether by means of permit plate viewers, face acknowledgment, or social networks tracking that allows police officers to track phone areas. While Republicans have actually enthusiastically sustained the multi-billion-dollar Procedure Lone Celebrity, which has actually assisted assist in the growth of DPS’ sophisticated knowledge network, some GOP legislators have actually likewise elevated issues concerning possible constitutional misuses as an outcome of mass monitoring.
” Our beginning dads did not really desire an authorities state,” Capriglione stated at a TPPF occasion in November. “They did not desire electronic cameras on every roadway or on every blog post. They really did not wish to have dragnets … which is what’s occurring in Texas today, where there’s permit plate viewers anywhere … One of the most harmful component of every one of this is the capacity for federal government to have their hands on this and utilize it versus us.”
After that occasion, Capriglione verified to the Observer that his review reaches warrantless phone monitoring: “I do not assume any person, not also firms, not to mention the federal government, need to have the ability to track you without a warrant for no factor whatsoever.”
In August, after the Observer released a tale concerning DPS’ use Tangles and the device’s ability to participate in warrantless cellular phone monitoring, 2 various other Republican state legislators showed problem in reaction.
State Rep Brian Harrison, a forthright right-winger from Midlothian, openly promised to check out: “Texas has to lead in the protection of specific freedom, and we have to never ever end up being an authorities state. Federal government activities with substantial personal privacy effects require #Txlege participation,” Harrison created on X. “I will certainly be connecting to [DPS] for additional information.”
Harrison’s workplace did not reply to the Observer‘s queries concerning what details he had actually obtained from DPS, though the North Texas lawmaker submitted an expense this session that would certainly disallow cops from utilizing automated permit plate viewers without a warrant or court order, in addition to various other limitations. “Texas has to never ever end up being an authorities state, and I have genuine problem concerning an unholy marital relationship in between huge federal government and huge technology,” Harrison stated in a composed declaration to the Observer. “I value city governments functioning to maintain residents secure. Nonetheless, if they wish to utilize these devices to gather information on innocent residents, they need to obtain a warrant.”
Shah, the lawyer from Simply Futures Regulation, stated the threats of monitoring innovations are quickly forgotten due to the fact that they are not deemed naturally or imminently fierce.
” It’s simply that it’s developing the framework in which you can be damaged,” Shah stated. And also, she included, lots of monitoring devices were initially created for war, or by previous armed forces knowledge employees, and need to be watched with that lens and not as the “soft side” of policing, which is just how some AI firms market the devices.
” These are wartime innovations that are currently in the hands of regional police officers,” she stated. “We need to be actually fretted.”
We’re reporting on AI-powered monitoring in the U.S.-Mexico borderlands with assistance from the Pulitzer Facility’s AI Responsibility Network. We’re looking for pointers concerning just how cops and district attorneys utilize automated monitoring technology devices. Specifically, we would certainly like to learn through defense lawyer, public protectors, migration attorneys, and law enforcement agent.
You can get in touch with press reporter Francesca D’Annunzio on Signal at +1 -512 -270 -8604 or by means of e-mail at [email protected] or [email protected]. The Texas Observer‘s mailing address is: P.O. Box # 11554 Austin, TX 78711.