Company & mission · 8 min read

Why did Tea For Streets launch CLARK AI in Los Angeles first?

The downtown Los Angeles skyline behind a blue Los Angeles street sign, with palm trees and freeway traffic in the foreground

Because if our system works here, it works anywhere. Los Angeles is 3.8 million people across 502 square miles, one 311 system that logged more than 1.4 million service requests in 2024, 23,000 lane-miles of street, a record $286 million in liability payouts against an $87 million budget, and three global events on a fixed clock. It is also home. Tea For Streets' founders live here and file CLARK AI reports themselves.

The short version

  • Scale: 3.8 million residents, 502 square miles, one 311 system with 68 request types, and 1,415,288 service requests in 2024, up 5.2% in a year.
  • Stakes: $286.3 million paid out in liability claims in fiscal year 2025, $44 million of it from Street Services; a $1.37 billion, 30-year sidewalk settlement; 43 Business Improvement Districts that must show owners what they got.
  • Strain: pothole reports hit 6,707 in a single month this year, and only 12 of the city's 28 pothole trucks run on a given day.
  • A clock: the 2026 World Cup, the 2027 Super Bowl, and the LA28 Olympics.
  • Proximity: two founders who have served, live here, and file here; an LA Council District office has reviewed and validated our methodology.
  • Los Angeles is our operating lab. Elsewhere, CLARK AI runs Scout Mode until residents bring it to their city.

Los Angeles is the hardest honest test

A civic assistant has one job that matters: get a resident's observation to the right desk in the right form, and hold the record of what happened next. Los Angeles makes every part of that hard, which is the point.

StreetsLA maintains 23,000 lane-miles of street and 660,000 street trees. MyLA311 is the city's system of record for resident requests, and it is busy: 1,415,288 service requests in 2024, a 5.2% increase over 2023, according to Crosstown's analysis of the city's open data. Nearly half were bulky-item pickups (about 675,000), another 22% were graffiti removal (about 317,000), and illegal dumping reports rose 19.4% to 114,268. Boyle Heights alone generated 49,574 requests.

The ground is divided. Potholes belong to StreetsLA, sidewalks to the Bureau of Engineering, graffiti to the Office of Community Beautification, dumping to LA Sanitation, and the freeway on-ramp at the end of the block to Caltrans. A "Los Angeles" address is not proof you are inside the city; 87 other cities share the county.

If a report can be routed correctly here (right city, right bureau, right type, measured, deduplicated, tracked), the same workflow is not exotic anywhere else. That was the thesis when the app first went live on January 1, 2026, and it held through the relaunch as CLARK AI in August 2026.

Los Angeles potholes, by the numbers

Potholes are where residents feel the city most directly, and the numbers are public.

Reporting is not the bottleneck in Los Angeles; the queue behind the report is. Which is exactly why we care about what happens after "submitted."

The stakes are measurable here, in public

Los Angeles publishes its own scorecard, which is rare. City Controller Kenneth Mejia reported that the city paid a record $286,345,711 in liability settlements and judgments in fiscal year 2025, against $87 million budgeted; the Controller's annual financial report attributes $44 million of that to Street Services. In March 2025, LAist reported the city expected to pay at least $320 million that year, with Public Works the second-highest department at $45 million the year before. Those payouts come from the general fund.

Sidewalks are under a court-ordered settlement, Willits v. City of Los Angeles, a 2015 ADA class action, committing $1.37 billion over 30 years. The Controller's 2021 audit counted more than 9,000 miles of sidewalk, over 53,000 sidewalk problems reported through MyLA311, more than 1,700 injury claims and 1,020 lawsuits costing over $35 million, and certificates of completed repair on fewer than 1% of the city's 640,000 sidewalk parcels.

Then the 43 Business Improvement Districts, collecting about $65 million a year in assessments. Each faces a renewal vote where owners ask what they got, and the street is where they look (What is a Business Improvement District?).

And a clock. The 2026 FIFA World Cup, the 2027 Super Bowl, and the LA28 Olympics put the city's public realm in front of the world on fixed dates. We make no claim about what the city will buy. We do think a city under that scrutiny should be able to prove what it knew, when, and what it fixed.

We live here, and we file the reports ourselves

Tea For Streets is a Los Angeles company. Both founders have served: I am a U.S. Air Force Reserve civil engineer and, in civilian life, a management consultant on infrastructure programs; Aaron Henehan, our CTO, is a U.S. Marine Corps veteran with more than 13 years in mobile software, computer vision, and LiDAR. We built it with USC's Viterbi Startup Garage and filed the first reports ourselves, on foot, on streets we walk anyway.

That proximity is the method. Los Angeles was a self-initiated operating pilot: no contract, no RFP, no city budget, which is why the results are usable as evidence rather than vendor-reported performance. As of September 2, 2026, 83 cases had been filed into MyLA311, 93% reached active city handling, and 78% reached a city-reported terminal outcome: the city's word, not a repair we verified. An LA Council District office reviewed and validated the methodology, and a referral lane into LA Sanitation was established. Los Angeles is our operating lab; every number on this site comes from it. We are also looking at other U.S. cities of all sizes.

Field notes · Tea For Streets

Spill the Tea

LA-first is backwards, if you're selling. The govtech advisors we listen to, energizeGTM among them, say to stop chasing mega cities first: a city of 50,000 to 250,000 decides in weeks; a city of four million decides in committees. We didn't launch here to close a deal; we launched here to find out whether the workflow works, on the hardest ground, in public. The customers who come next may well be smaller cities and districts, and the workflow (capture, human review, structured filing, outcome tracking) is not LA-specific.

What LA taught us in 83 cases: the city moves fast when the workflow exists. Median time from our filing to city closure was 44 hours for dumped trash, 5 days for potholes, and 10 days for graffiti, in line with the "1 to 3 days" StreetsLA describes for potholes under normal conditions, on a year when its trucks were short-staffed. Sidewalks were the exception: five filed, none resolved, all open past 18 days. Same system, same filing quality, a different owner inside the city. Not a complaint; evidence of what works, visible only because we track outcomes rather than submissions.

The honest limits: our sample is pilot-scale and largely our own field team's, "Resolved" is the city's report rather than our verification, and no city is paying us today. We publish anyway, dated, under written neutrality rules: the same metrics for every district, no editorializing, advance notice, never suppression.

FAQ

Is CLARK AI only for Los Angeles?

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No. It files for you only inside the City of Los Angeles today. Elsewhere it runs Scout Mode, preparing the report and a Street Report with your local agency's contact for you to send. We are also looking at other U.S. cities of all sizes.

How many 311 requests does Los Angeles get in a year?

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About 1.4 million. Crosstown's analysis of the city's open data counted 1,415,288 MyLA311 service requests in 2024, up 5.2% from 2023, led by bulky-item pickup, graffiti removal, and illegal dumping.

How many potholes does Los Angeles fix?

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It depends on the rain. StreetsLA received 19,642 pothole requests in roughly three months of the 2023 storm season and closed 8,937 pothole requests with 13,287 repairs during the 2024 winter storm emergency. In January 2026 alone, residents filed 6,707 pothole reports.

Did the City of Los Angeles ask for this, or pay for it?

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Neither. The pilot was self-initiated and self-funded; no city is a paying customer today.

Does LA28 mean the city will adopt CLARK AI?

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We make no claim about that. The deadlines mean the public realm gets scrutiny; our part is a record of what was found, filed, and reported done.

Where is Tea For Streets based?

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Marina del Rey, on unincorporated county land just outside the City of Los Angeles. The company is TFS Live, Inc., doing business as Tea For Streets.

We post case timelines and city outcomes from Los Angeles as they happen, without editorializing.

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Related reading: What is a Business Improvement District?

  1. Tea For Streets production data: City of Los Angeles cases filed into MyLA311, as of September 2, 2026.
  2. Crosstown (USC Annenberg), "A little help here: MyLA311 reports rise 5.2% in 2024", Jan. 21, 2025, drawing on the City of Los Angeles Open Data Portal, MyLA311 Service Request Data 2024.
  3. Crosstown, "L.A.'s pothole problem is getting worse. The city isn't equipped to fill them", Mar. 19, 2026. The current-fiscal-year resurfacing estimate is StreetsblogLA's, as cited there.
  4. NBC Los Angeles, "Here's How Many Pothole Repair Requests LA Has Received This Year", Apr. 6, 2023.
  5. StreetsLA (Bureau of Street Services), Current Statistics and Data.
  6. ABC7 Los Angeles, "Los Angeles sets new record with $286 million in liability payouts, city controller says", Jul. 12, 2025.
  7. LAist, "As LA veers toward a financial crisis, $320M in liability payouts play a big role", Mar. 14, 2025.
  8. Los Angeles City Controller, "Repairing L.A.'s Broken Sidewalk Strategy", Nov. 17, 2021.
  9. energizeGTM, govtech go-to-market advisors; their guidance on which cities to sell to first is paraphrased in Spill the Tea.
  10. CLARK AI by Tea For Streets, App Store listing, August 2026.