{
  "name": "Top Texas AI Companies by Funding",
  "publisher": "Texas AI Report",
  "url": "https://texasaireport.com/companies",
  "lastUpdated": "2026-07-05",
  "license": "https://texasaireport.com/ai-usage",
  "attribution": "Source: Texas AI Report (https://texasaireport.com/companies). Use with attribution.",
  "rankingBasis": "total disclosed funding (descending)",
  "methodology": [
    "Scope: companies where AI is the core product or IP (not general AI adopters), headquartered or primarily operated in Texas.",
    "Ranking: by total disclosed funding to date (equity rounds unless noted). Undisclosed-funding companies are not ranked.",
    "Verification: every funding figure is corroborated against >=3 independent, citable public sources (company releases, SEC/EDGAR, and reputable press). Single-source or unverifiable figures are held out.",
    "Corrections: an independent adversarial pass re-checked the top figures; where an automated estimate disagreed with the sources, the source-supported number is used and flagged in the company note.",
    "This is a living dataset, expanding toward the Top 100. Spotted an error or a missing company? Email corrections@texasaireport.com."
  ],
  "count": 38,
  "totalDisclosedFundingUsd": 6901771791,
  "companies": [
    {
      "rank": 1,
      "name": "Saronic Technologies",
      "metro": "Austin",
      "sector": "Defense Tech / Autonomous Maritime Systems",
      "founded": 2022,
      "total_funding_usd": 2580000000,
      "funding_display": "$2.58B",
      "latest_round": {
        "type": "Series D",
        "date": "2026-03-31",
        "amount_usd": 1750000000
      },
      "investors": [
        "Kleiner Perkins",
        "Elad Gil (Series C)",
        "Andreessen Horowitz (Series B)"
      ],
      "one_liner": "Designs and manufactures AI-piloted autonomous surface vessels (maritime drones) for U.S. Navy missions including surveillance, mine countermeasures, and offensive operations.",
      "url": "https://www.saronic.com",
      "sources": [
        "https://www.prnewswire.com/news-releases/saronic-closes-1-75b-series-d-at-9-25b-valuation-to-accelerate-a-new-era-of-maritime-autonomy-302729298.html",
        "https://www.cnbc.com/2026/03/31/autonomous-boat-startup-saronic-raises-1point75-billion-.html",
        "https://techcrunch.com/2025/02/19/saronic-raises-600m-to-mass-produce-autonomous-warships/",
        "https://www.prnewswire.com/news-releases/saronic-raises-600m-series-c-to-take-on-autonomous-shipbuilding-302379441.html"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 2,
      "name": "Apptronik",
      "metro": "Austin",
      "sector": "Humanoid Robotics / AI",
      "founded": 2016,
      "total_funding_usd": 935000000,
      "funding_display": ">$935M",
      "latest_round": {
        "type": "Series A-X (extension)",
        "date": "2026-02-11",
        "amount_usd": 520000000
      },
      "investors": [
        "B Capital",
        "Google",
        "Mercedes-Benz"
      ],
      "one_liner": "Designs and manufactures AI-powered humanoid robots (Apollo) for industrial and logistics applications; spun out of UT Austin's Human Centered Robotics Lab with a strategic partnership with Google DeepMind.",
      "url": "https://apptronik.com",
      "sources": [
        "https://techcrunch.com/2026/02/11/humanoid-robot-startup-apptronik-has-now-raised-935m-at-a-5b-valuation/",
        "https://www.forbes.com/sites/johnkoetsier/2026/02/11/apptronik-scores-935-million-hits-top-3-for-humanoid-robotics-funding/",
        "https://www.cnbc.com/2026/02/11/apptronik-raises-520-million-at-5-billion-valuation-for-apollo-robot.html",
        "https://news.crunchbase.com/venture/ai-humanoid-robot-funding-apptronik/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 3,
      "name": "Island",
      "metro": "Dallas–Fort Worth",
      "sector": "Enterprise Browser / AI Governance / Cybersecurity",
      "founded": 2020,
      "total_funding_usd": 730000000,
      "funding_display": "$730M",
      "latest_round": {
        "type": "Series E",
        "date": "2025-03-26",
        "amount_usd": 250000000
      },
      "investors": [
        "Coatue",
        "Insight Partners",
        "Sequoia Capital"
      ],
      "one_liner": "Enterprise browser that natively embeds security, IT controls, data protection, and AI governance into the browsing layer — replacing SASE and DLP point products for enterprise and government customers.",
      "url": "https://www.island.io",
      "sources": [
        "https://www.island.io/press/island-secures-250-million-as-valuation-continues-to-soar-to-nearly-5-billion",
        "https://techcrunch.com/2025/03/26/island-lands-250m-in-funding-at-a-4-8b-valuation/",
        "https://www.securityweek.com/island-banks-250m-series-e-for-enterprise-browser/",
        "https://siliconangle.com/2025/03/26/secure-enterprise-browser-island-raises-250m-nearly-5b-valuation/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 4,
      "name": "Colossal Biosciences",
      "metro": "Dallas–Fort Worth",
      "sector": "De-extinction & Conservation Biotech (AI + CRISPR + Computational Genomics)",
      "founded": 2021,
      "total_funding_usd": 555000000,
      "funding_display": "~$555M",
      "latest_round": {
        "type": "Series C Extension",
        "date": "2025-09",
        "amount_usd": 120000000
      },
      "investors": [
        "TWG Global (Mark Walter)",
        "Thomas Tull",
        "USIT"
      ],
      "one_liner": "Dallas de-extinction company using AI, CRISPR, and computational genomics to revive the woolly mammoth, thylacine, and dodo — Texas's first decacorn at a $10.32B valuation.",
      "url": "https://colossal.com",
      "sources": [
        "https://en.wikipedia.org/wiki/Colossal_Biosciences",
        "https://techcrunch.com/2025/01/15/colossal-biosciences-raises-200m-at-10-2b-valuation-to-bring-back-woolly-mammoths/",
        "https://www.businesswire.com/news/home/20250115365884/en/Colossal-Secures-$200M-in-Series-C-Funding-From-TWG-Global-on-the-Back-of-Numerous-Worlds-First-Scientific-Breakthroughs-on-Path-to-De-Extinction",
        "https://www.finsmes.com/2025/09/colossal-biosciences-raises-additional-120m-in-funding.html"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 5,
      "name": "Avride",
      "metro": "Austin",
      "sector": "Autonomous Vehicles / Robotics",
      "founded": 2022,
      "total_funding_usd": 375000000,
      "funding_display": "Up to $375M",
      "latest_round": {
        "type": "Corporate / Strategic Round",
        "date": "2025-10-22",
        "amount_usd": 375000000
      },
      "investors": [
        "Uber Technologies",
        "Nebius Group"
      ],
      "one_liner": "Austin-based autonomous driving company spun out of Yandex that develops robotaxi and sidewalk delivery robot software, operating commercially on the Uber and Uber Eats platforms in Texas and beyond.",
      "url": "https://www.avride.ai",
      "sources": [
        "https://www.bloomberg.com/news/articles/2025-10-22/uber-nebius-to-invest-up-to-375-million-in-robotaxi-firm",
        "https://www.therobotreport.com/av-developer-avride-secures-strategic-investments-and-commitments-of-up-to-375m/",
        "https://nebius.com/newsroom/avride-secures-strategic-investment-and-other-commitments-of-up-to-375-million-backed-by-uber-and-nebius",
        "https://dallasinnovates.com/amid-runup-to-robotaxi-launch-in-dallas-uber-and-nebius-invest-375m-in-avride/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 6,
      "name": "Anaconda",
      "metro": "Austin",
      "sector": "AI/ML Platform & Data Science Infrastructure",
      "founded": 2012,
      "total_funding_usd": 210000000,
      "funding_display": "~$210M",
      "latest_round": {
        "type": "Series C",
        "date": "2025-07-30",
        "amount_usd": 150000000
      },
      "investors": [
        "Insight Partners",
        "Mubadala Capital"
      ],
      "one_liner": "Austin-founded open-source Python and AI platform (21B+ downloads, 50M users) powering enterprise data science, ML, and AI workflows; profitable at $150M+ ARR with a $1.5B valuation post-Series C.",
      "url": "https://www.anaconda.com",
      "sources": [
        "https://tracxn.com/d/companies/anaconda/__FfmROn175tXI_I4GbmpxkfACySdJNl_79f0DQ1Bhg1M/funding-and-investors",
        "https://www.anaconda.com/press/anaconda-raises-150m-series-c-funding-ai-enterprise",
        "https://www.businesswire.com/news/home/20250730399625/en/Anaconda-Raises-Over-$150M-in-Series-C-Funding-to-Power-AI-for-the-Enterprise",
        "https://blog.nkbquantumlabs.com/anaconda/"
      ],
      "verification": "confirmed (figure corrected)",
      "note": "Adversarially corrected: earlier automated total (~$360M) was inflated; independent sources converge on ~$210M."
    },
    {
      "rank": 7,
      "name": "SpyCloud",
      "metro": "Austin",
      "sector": "Cybersecurity / Identity Threat Intelligence",
      "founded": 2016,
      "total_funding_usd": 203500000,
      "funding_display": "~$203M",
      "latest_round": {
        "type": "Series D",
        "date": "2023-08-23",
        "amount_usd": 110000000
      },
      "investors": [
        "Riverwood Capital",
        "CIBC Innovation Banking"
      ],
      "one_liner": "AI-powered identity threat protection platform that recaptures billions of darknet artifacts to automatically prevent ransomware, account takeover, session hijacking, and fraud for enterprise customers including half of the Fortune 10.",
      "url": "https://spycloud.com",
      "sources": [
        "https://finovate.com/spycloud-locks-in-35-million-in-new-funding/",
        "https://www.crunchbase.com/organization/spycloud-inc",
        "https://spycloud.com/newsroom/spycloud-raises-110-million-growth-round-led-by-riverwood-capital/",
        "https://www.riverwoodcapital.com/investment/spycloud/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 8,
      "name": "Mythic",
      "metro": "Austin",
      "sector": "AI Semiconductor / Edge Inference Chips",
      "founded": 2012,
      "total_funding_usd": 175000000,
      "funding_display": "$175M+",
      "latest_round": {
        "type": "Series D",
        "date": "2025-12-17",
        "amount_usd": 125000000
      },
      "investors": [
        "DCVC",
        "New Enterprise Associates",
        "SoftBank Group"
      ],
      "one_liner": "Develops analog compute-in-memory AI inference chips (Analog Processing Units) claiming 100x performance-per-watt over traditional GPUs for edge AI applications.",
      "url": "https://mythic.ai",
      "sources": [
        "https://siliconangle.com/2025/12/17/compute-memory-chip-startup-mythic-raises-125m-round/",
        "https://techcrunch.com/2023/03/09/ai-chip-startup-mythic-rises-from-the-ashes-with-13m-new-ceo/",
        "https://tracxn.com/d/companies/mythic/___HugfljyIqoOJvLII0zqoFDuKwGfTqyTXisKLmy6ZBc/funding-and-investors",
        "https://www.eetimes.com/mythic-rises-from-the-ashes-with-125-million-funding-round/"
      ],
      "verification": "confirmed (figure corrected)",
      "note": "Reported as $175M+ total outside funding since its 2023 relaunch; pre-2022 capital largely stranded after restructuring."
    },
    {
      "rank": 9,
      "name": "OJO Labs",
      "metro": "Austin",
      "sector": "AI-Powered Real Estate / Proptech",
      "founded": 2015,
      "total_funding_usd": 134000000,
      "funding_display": "$134M",
      "latest_round": {
        "type": "Series D",
        "date": "2020-06-24",
        "amount_usd": 62500000
      },
      "investors": [
        "Wafra",
        "Accenture Ventures",
        "Northwestern Mutual Future Ventures"
      ],
      "one_liner": "AI-native real estate platform using NLP and machine learning to understand buyer intent and guide consumers through the home-buying journey at conversational scale.",
      "url": "https://ojo.com",
      "sources": [
        "https://www.builtinaustin.com/articles/ojo-labs-raises-62m-buys-movoto-series-d",
        "https://tracxn.com/d/companies/ojo/__7vyiURYSPB_E9YHs-7oLtZJzIrU0ZqYgNn2jSQ_p8Zg",
        "https://www.forbes.com/sites/dimawilliams/2020/06/24/artificial-intelligence-real-estate-firm-ojo-labs-raises-625-million-buys-home-listing-site/",
        "https://www.housingwire.com/articles/real-estate-tech-startup-ojo-labs-raises-62-5-million-acquires-movoto/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 10,
      "name": "Jasper AI",
      "metro": "Austin",
      "sector": "Generative AI / Marketing Technology",
      "founded": 2021,
      "total_funding_usd": 131000000,
      "funding_display": "$131M",
      "latest_round": {
        "type": "Series A",
        "date": "2022-10-18",
        "amount_usd": 125000000
      },
      "investors": [
        "Insight Partners",
        "Coatue Management"
      ],
      "one_liner": "AI-native generative content platform for marketing teams and enterprises, one of the earliest LLM-based tools to reach unicorn status at a $1.5B valuation.",
      "url": "https://www.jasper.ai",
      "sources": [
        "https://research.contrary.com/company/jasper",
        "https://www.clay.com/dossier/jasper-funding",
        "https://www.builtinaustin.com/articles/jasper-raises-125m-tech-unicorn",
        "https://www.prnewswire.com/news-releases/jasper-announces-125m-series-a-funding-round-bringing-total-valuation-to-1-5b-and-launches-new-browser-extension-301651733.html"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 11,
      "name": "Sensi.AI",
      "metro": "Austin",
      "sector": "AI-Powered Senior Care / Care Intelligence",
      "founded": 2019,
      "total_funding_usd": 98000000,
      "funding_display": "~$98M",
      "latest_round": {
        "type": "Series C",
        "date": "2025-10-09",
        "amount_usd": 45000000
      },
      "investors": [
        "Qumra Capital",
        "Zeev Ventures",
        "Insight Partners"
      ],
      "one_liner": "Ambient audio AI platform that continuously monitors elder wellbeing in the home and surfaces real-time care insights for senior home care agencies.",
      "url": "https://www.sensi.ai",
      "sources": [
        "https://finance.yahoo.com/news/sensi-ai-raises-45m-series-120000255.html",
        "https://theaiinsider.tech/2025/10/22/sensi-ai-closes-45m-series-c-extending-its-dominance-of-care-intelligence-in-vertical-ai/",
        "https://www.calcalistech.com/ctechnews/article/hyawomspex",
        "https://www.builtinaustin.com/company/sensiai"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 12,
      "name": "Plus One Robotics",
      "metro": "San Antonio",
      "sector": "AI Robotics / Warehouse Automation",
      "founded": 2016,
      "total_funding_usd": 94000000,
      "funding_display": "$94M",
      "latest_round": {
        "type": "Series C",
        "date": "2023-03-07",
        "amount_usd": 50000000
      },
      "investors": [
        "Scale Venture Partners"
      ],
      "one_liner": "AI computer vision and supervised autonomy platform enabling high-speed parcel sorting and picking for logistics and e-commerce warehouses.",
      "url": "https://www.plusonerobotics.com/",
      "sources": [
        "https://techcrunch.com/2023/03/07/plusone-raises-50m-for-its-parcel-robotics-vision-systems/",
        "https://www.businesswire.com/news/home/20230306005881/en/Plus-One-Robotics-Raises-$50-Million-in-Funding-Led-by-Scale-Venture-Partners-to-Capitalize-on-$128-Billion-Market-Opportunity",
        "https://www.therobotreport.com/plus-one-robotics-raises-50-m-series-c-funding-round/",
        "https://pitchbook.com/profiles/company/183032-02"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 13,
      "name": "Diligent Robotics",
      "metro": "Austin",
      "sector": "Healthcare Robotics / AI",
      "founded": 2017,
      "total_funding_usd": 75000000,
      "funding_display": "$75M+",
      "latest_round": {
        "type": "Series C (unlabeled)",
        "date": "2023-09-21",
        "amount_usd": 25000000
      },
      "investors": [
        "Canaan",
        "Tiger Global (Series B)"
      ],
      "one_liner": "Makes Moxi, an AI-driven socially intelligent hospital robot that autonomously delivers supplies, medications, and lab samples — freeing frontline nurses from non-patient-facing logistics tasks.",
      "url": "https://www.diligentrobots.com",
      "sources": [
        "https://www.diligentrobots.com/blog/diligent-robotics-raises-over-30-million-in-series-b-funding-round-to-deploy-collaborative-robots-to-healthcare-systems-across-the-nation",
        "https://www.diligentrobots.com/blog/diligent-robotics-closes-25-million-to-advance-systemwide-expansions-of-socially-intelligent-service-robots-empower-healthcare-professionals",
        "https://techcrunch.com/2026/01/20/why-serve-robotics-is-acquiring-a-hospital-assistant-robot-company/",
        "https://tracxn.com/d/companies/diligent-robots/__3awOBFaT6ud738Dz5gudKTjnj1GvwqaqdRvPmPdcHVc"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 14,
      "name": "Nauticus Robotics",
      "metro": "Houston",
      "sector": "Autonomous Subsea Robotics / Offshore AI Software",
      "founded": 2014,
      "total_funding_usd": 73000000,
      "funding_display": "~$73M",
      "latest_round": {
        "type": "Post-IPO Equity",
        "date": "2024-02",
        "amount_usd": 12000000
      },
      "investors": [
        "Transocean",
        "Schlumberger",
        "AeroVironment"
      ],
      "one_liner": "Nauticus Robotics builds AI-driven autonomous subsea robots and the ToolKITT cloud software platform for offshore energy inspection, intervention, and deep-sea rare mineral exploration; publicly traded on NASDAQ (KITT).",
      "url": "https://nauticusrobotics.com",
      "sources": [
        "https://www.therobotreport.com/nauticus-robotics-taking-ocean-robots-public-via-spac/",
        "https://www.bakerbotts.com/news/2021/12/baker-botts-represents-transocean-in-nauticus-robotics-spac-merger-and-pipe",
        "https://ir.nauticusrobotics.com/news-events/press-releases/detail/51/nauticus-robotics-raises-12m-in-funding-to-execute-2024",
        "https://www.sec.gov/Archives/edgar/data/1849820/000121390022056286/ea165514-8k_nauticus.htm"
      ],
      "verification": "confirmed (figure corrected)",
      "note": "Public (Nasdaq: KITT); SPAC-era ~$73M PIPE (subject to redemptions). A $250M equity facility secured Oct 2025 is undrawn."
    },
    {
      "rank": 15,
      "name": "Uptiq",
      "metro": "Dallas–Fort Worth",
      "sector": "AI Infrastructure / Fintech",
      "founded": 2022,
      "total_funding_usd": 70000000,
      "funding_display": "$70M",
      "latest_round": {
        "type": "Series B",
        "date": "2026-02",
        "amount_usd": 25000000
      },
      "investors": [
        "Curql (Series B)",
        "Silverton Partners (Series A)"
      ],
      "one_liner": "AI orchestration platform (Qore) purpose-built for banks, credit unions, RIAs, and fintechs to deploy compliant AI agents across lending, wealth management, and operational workflows.",
      "url": "https://www.uptiq.ai",
      "sources": [
        "https://tracxn.com/d/companies/uptiq/__kswWrzcR5rOBMwEtWUI3VhXOPwAKkt9Em5bqND4Mv1I",
        "https://www.businesswire.com/news/home/20220104005421/en/Cion-Digital-Raises-%2412-Million-Seed-Funding-Round",
        "https://www.crunchbase.com/funding_round/cion-digital-series-a--140a8f2e",
        "https://dallasinnovates.com/mckinney-based-uptiq-ai-raises-12m-to-build-ai-infrastructure-for-financial-services/"
      ],
      "verification": "confirmed (figure corrected)",
      "note": "Four disclosed rounds (formerly Cion Digital) sum to $70M; matches Tracxn."
    },
    {
      "rank": 16,
      "name": "Darkhive",
      "metro": "San Antonio",
      "sector": "Defense Tech / Autonomous Drones / Edge AI Robotics",
      "founded": 2021,
      "total_funding_usd": 55000000,
      "funding_display": "$55M",
      "latest_round": {
        "type": "Series B",
        "date": "2026-05-07",
        "amount_usd": 30000000
      },
      "investors": [
        "RTX Ventures",
        "Ten Eleven Ventures (Series A)",
        "Crosslink Capital (Seed)"
      ],
      "one_liner": "Veteran-founded defense tech company building AI-powered, software-defined autonomous drones and edge robotics for U.S. and allied military forces operating in GPS-denied environments.",
      "url": "https://www.darkhive.com",
      "sources": [
        "https://www.prnewswire.com/news-releases/darkhive-inc-closes-4m-seed-round-to-scale-development-of-low-cost-autonomous-drones-for-defense-and-public-safety-302002536.html",
        "https://www.prnewswire.com/news-releases/defense-tech-startup-darkhive-secures-21-million-series-a-investment-led-by-ten-eleven-ventures-302242224.html",
        "https://natlawreview.com/press-releases/darkhive-announces-close-30-million-series-b-funding-round-led-rtx-ventures",
        "https://www.washingtontechnology.com/companies/2026/05/cowboy-space-darkhive-detail-their-series-b-rounds/413452/"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 17,
      "name": "Persona AI",
      "metro": "Houston",
      "sector": "Industrial Humanoid Robotics / Embodied AI",
      "founded": 2024,
      "total_funding_usd": 42000000,
      "funding_display": "$42M",
      "latest_round": {
        "type": "Pre-Seed",
        "date": "2025-05-14",
        "amount_usd": 27000000
      },
      "investors": [
        "Unity Growth",
        "Tides Ventures"
      ],
      "one_liner": "Builds modular AI-powered humanoid robots purpose-built for demanding industrial tasks — starting with welding in shipyards — to address skilled-labor shortages in dull, dirty, and dangerous work.",
      "url": "https://persona.ai",
      "sources": [
        "https://robohorizon.com/en-us/news/2025/12/persona-ai-unveils-humanoid-bot-with-42m-to-weld-in-shipyards/",
        "https://pitchbook.com/profiles/company/639133-75",
        "https://www.crunchbase.com/organization/persona-ai",
        "https://www.prnewswire.com/news-releases/persona-ai-raises-27m-oversubscribed-pre-seed-to-deliver-the-future-of-humanoid-robotics-302455330.html"
      ],
      "verification": "confirmed",
      "note": ""
    },
    {
      "rank": 18,
      "name": "Allganize",
      "metro": "Houston",
      "sector": "Enterprise LLM / AI Automation",
      "founded": 2017,
      "total_funding_usd": 35000000,
      "funding_display": "$35M",
      "latest_round": {
        "type": "Series B",
        "date": "2023-11-04",
        "amount_usd": 20000000
      },
      "investors": [
        "InterVest",
        "Murex Partners",
        "ATINUM Investment"
      ],
      "one_liner": "Allganize builds the Alli All-in-One LLM Enabler Platform — a no-code enterprise AI stack for document Q&A, cognitive search, and workflow automation, serving 200+ clients in insurance, finance, and SaaS, with a targeted Tokyo Stock Exchange IPO.",
      "url": "https://www.allganize.ai/",
      "sources": [
        "https://www.allganize.ai/en/blog/allganize-secures-20-million-in-series-b-funding-to-propel-ai-solutions-and-target-japanese-stock-exchange-listing-by-2025",
        "https://houston.innovationmap.com/allganize-ai-20m-series-b-2666543540.html",
        "https://theaiinsider.tech/2023/11/30/allganize-secures-20m-in-series-b-funding-to-propel-ai-solutions-and-target-japanese-stock-exchange-listing-by-2025/"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 19,
      "name": "BILT",
      "metro": "Dallas–Fort Worth",
      "sector": "AI-Powered 3D Intelligent Instructions / Enterprise Knowledge / Defense Tech",
      "founded": 2014,
      "total_funding_usd": 32100000,
      "funding_display": "$32.1M",
      "latest_round": {
        "type": "Series B",
        "date": "2024-12-16",
        "amount_usd": 21000000
      },
      "investors": [
        "Silverton Partners",
        "Amex Ventures",
        "Fifth Growth Fund"
      ],
      "one_liner": "BILT replaces paper manuals with AI-powered, interactive 3D spatial work instructions for consumer products, commercial equipment, and U.S. military maintenance — serving 10M+ users across 300 brands and holding AFWERX/STRATFI defense contracts.",
      "url": "https://biltapp.com",
      "sources": [
        "https://www.globenewswire.com/news-release/2024/12/16/2997575/0/en/BILT-Secures-21-Million-Series-B-Funding-to-Scale-3D-Instructions-Platform.html",
        "https://biltapp.com/press-articles/bilt-secures-21-million-series-b-funding-to-scale-3d-instructions-platform/",
        "https://dallasinnovates.com/bilt-raises-9m-in-funding-to-expand-3d-intelligent-instruction-app/",
        "https://tracxn.com/d/companies/bilt/__HaZ_N3CiPxKTt-_AI2dR-QZ-LBqmDN96CfpJC6FJ4ho"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 20,
      "name": "Worlds",
      "metro": "Dallas–Fort Worth",
      "sector": "Industrial AI / Digital Twin / IoT",
      "founded": 2018,
      "total_funding_usd": 31200000,
      "funding_display": "$31.2M",
      "latest_round": {
        "type": "Series A1",
        "date": "2023-01-09",
        "amount_usd": 21200000
      },
      "investors": [
        "Moneta Ventures"
      ],
      "one_liner": "Worlds builds an AI-powered 4D industrial metaverse platform that fuses IoT sensors, digital twins, people, and processes into live spatial models to automate and optimize large industrial operations.",
      "url": "https://worlds.io",
      "sources": [
        "https://dallasinnovates.com/dallas-based-worlds-raises-21-2m-to-help-build-the-industrial-metaverse/",
        "https://www.businesswire.com/news/home/20230109005331/en/Worlds-Announces-$21-Million-Series-A1-Funding-Round-to-Scale-Industrial-Metaverse-Platform",
        "https://siliconangle.com/2023/01/09/worlds-enterprises-raises-21-2m-build-digital-twins-industrial-metaverse/",
        "https://dallasinnovates.com/worlds-io-raises-10m-series-a-funding-as-it-launches-from-stealth/"
      ],
      "verification": "sourced_3plus",
      "note": "Disclosed floor; Tracxn estimates ~$48M incl. undisclosed later rounds."
    },
    {
      "rank": 21,
      "name": "Command Zero",
      "metro": "Austin",
      "sector": "AI Cybersecurity / Security Operations",
      "founded": 2021,
      "total_funding_usd": 31000000,
      "funding_display": "$31M",
      "latest_round": {
        "type": "Strategic",
        "date": "2025-07",
        "amount_usd": 10000000
      },
      "investors": [
        "Okta Ventures",
        "SE Ventures",
        "Crosspoint Capital"
      ],
      "one_liner": "AI-assisted cybersecurity investigation platform that encodes expert analyst knowledge and LLMs to help security teams conduct faster, more accurate incident response and threat investigations.",
      "url": "https://www.cmdzero.io",
      "sources": [
        "https://www.prnewswire.com/news-releases/command-zero-raises-10m-to-scale-ai-driven-cybersecurity-earns-top-security-certification-302517989.html",
        "https://www.thesaasnews.com/news/command-zero-secures-10m-strategic-investment",
        "https://inforcapital.com/news/command-zero-secures-10m-for-autonomous-cybersecurity/",
        "https://www.prnewswire.com/news-releases/command-zero-emerges-from-stealth-with-21-million-in-funding-to-resolve-the-most-significant-bottleneck-in-security-operations-302191503.html"
      ],
      "verification": "sourced_3plus",
      "note": "Two press-released rounds; Crunchbase cites additional pre-seed/debt tranches."
    },
    {
      "rank": 22,
      "name": "Circuit",
      "metro": "Austin",
      "sector": "Industrial AI / Manufacturing & Field Service",
      "founded": null,
      "total_funding_usd": 30000000,
      "funding_display": "$30M",
      "latest_round": {
        "type": "Angel",
        "date": "2026-02-18",
        "amount_usd": 30000000
      },
      "investors": [
        "Jim Breyer",
        "Charlie Amato",
        "Lew Cirne"
      ],
      "one_liner": "Purpose-built AI platform that converts technical manuals, CAD files, and schematics into step-by-step guided workflows for manufacturing quoting, equipment configuration, field service, and customer support.",
      "url": "https://www.circuit.ai",
      "sources": [
        "https://www.prnewswire.com/news-releases/circuit-raises-30m-to-bring-purpose-built-ai-into-manufacturing-and-service-operations-302689905.html",
        "https://www.semiconductor-digest.com/circuit-raises-30m-to-scale-expertise-in-manufacturing-and-service/",
        "https://finance.yahoo.com/news/circuit-raises-30m-bring-purpose-110000965.html",
        "https://www.thesaasnews.com/news/circuit-raises-30-million-in-funding"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 23,
      "name": "Hello Patient",
      "metro": "Austin",
      "sector": "Healthcare AI / Conversational AI",
      "founded": 2024,
      "total_funding_usd": 28800000,
      "funding_display": "$28.8M",
      "latest_round": {
        "type": "Series A",
        "date": "2025-09",
        "amount_usd": 22500000
      },
      "investors": [
        "Scale Venture Partners"
      ],
      "one_liner": "Conversational AI voice and text agents that handle end-to-end patient scheduling, re-engagement, and communications for outpatient healthcare practices.",
      "url": "https://www.hellopatient.com",
      "sources": [
        "https://www.businesswire.com/news/home/20250904242038/en/Hello-Patient-Raises-$22.5-Million-Series-A-to-Fix-the-Front-Door-of-Healthcare-With-Conversational-AI",
        "https://www.builtinaustin.com/articles/hello-patient-raises-22m-series-a-20250908",
        "https://medcitynews.com/2025/09/hello-patient-conversational-ai/",
        "https://www.fiercehealthcare.com/health-tech/hello-patient-secures-225m-investors-bet-ai-voice-agent-growth"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 24,
      "name": "Krista Software",
      "metro": "Dallas–Fort Worth",
      "sector": "Intelligent Automation / Agentic AI",
      "founded": 2016,
      "total_funding_usd": 27200000,
      "funding_display": "~$27M+",
      "latest_round": {
        "type": "Series A Follow-On",
        "date": "2024-10",
        "amount_usd": 6600000
      },
      "investors": [
        "Rally Ventures",
        "Grotech Ventures"
      ],
      "one_liner": "AI-led intelligent automation platform that lets enterprises orchestrate end-to-end business processes using natural language — no coding required.",
      "url": "https://krista.ai",
      "sources": [
        "https://dallasinnovates.com/dallas-krista-software-closes-series-a-follow%E2%80%91on-funding-round/",
        "https://dallasexpress.com/business-markets/dallas-based-ai-startup-secures-additional-funding/",
        "https://builtin.com/dallas-fort-worth/krista-software-raises-15m-hiring-020122",
        "https://www.finsmes.com/2025/02/krista-software-raises-series-a-follow-on-funding.html"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 25,
      "name": "Paladin",
      "metro": "Houston",
      "sector": "Public Safety AI / Drone-as-First-Responder",
      "founded": 2018,
      "total_funding_usd": 21430000,
      "funding_display": "~$21.4M",
      "latest_round": {
        "type": "Series A",
        "date": "2025-09-09",
        "amount_usd": 17010000
      },
      "investors": [
        "Gradient Ventures",
        "Khosla Ventures",
        "Toyota Ventures"
      ],
      "one_liner": "AI-powered drone-as-first-responder platform that autonomously deploys LTE-enabled drones to 911 calls, delivering live aerial video to dispatchers in under 90 seconds — before ground units arrive — and resolving roughly one-third of calls without dispatching personnel.",
      "url": "https://www.paladindrones.io/",
      "sources": [
        "https://houston.innovationmap.com/paladin-drone-emergency-seed-funding-2669439689.html",
        "https://medium.com/toyota-ventures/a-flexible-solution-to-support-first-responders-our-investment-in-paladin-c1535addb876",
        "https://www.cbinsights.com/company/paladin-drones/financials",
        "https://app.fundz.net/fundings/paladin-drones-funding-round-9bf613"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 26,
      "name": "Bot Auto",
      "metro": "Houston",
      "sector": "Autonomous Freight / Trucking AI",
      "founded": 2023,
      "total_funding_usd": 20000000,
      "funding_display": "$20M",
      "latest_round": {
        "type": "Pre-Series A",
        "date": "2024-09-26",
        "amount_usd": 20000000
      },
      "investors": [
        "Brightway Future Capital",
        "Cherubic Ventures",
        "EnvisionX Capital"
      ],
      "one_liner": "Houston-based L4 autonomous trucking carrier operating driverless commercial freight runs on Texas highways, founded by TuSimple co-founder Xiaodi Hou.",
      "url": "https://bot.auto",
      "sources": [
        "https://www.businesswire.com/news/home/20240926127309/en/Bot-Auto-Secures-$20M-in-Pre-A-Funding-to-Commercially-Deploy-Autonomous-Trucking",
        "https://techcrunch.com/2024/10/02/tusimple-founder-xiaodi-hou-is-back-with-a-new-autonomous-truck-startup/",
        "https://www.finsmes.com/2024/09/bot-auto-raises-20m-in-pre-a-funding.html",
        "https://houston.innovationmap.com/bot-auto-pre-series-a-2669314069.html"
      ],
      "verification": "confirmed (figure corrected)",
      "note": "Single press-corroborated $20M round (2024); larger figures not source-attested."
    },
    {
      "rank": 27,
      "name": "Koda Health",
      "metro": "Houston",
      "sector": "Digital Health / AI Advance Care Planning",
      "founded": 2020,
      "total_funding_usd": 18700000,
      "funding_display": "$18.7M",
      "latest_round": {
        "type": "Series A",
        "date": "2025-09-17",
        "amount_usd": 7000000
      },
      "investors": [
        "Evidenced",
        "Mudita Venture Partners",
        "Techstars"
      ],
      "one_liner": "AI-enhanced advance care planning platform that guides patients through end-of-life decisions, integrated with Epic and deployed across major health systems and payers.",
      "url": "https://www.kodahealth.com",
      "sources": [
        "https://houston.innovationmap.com/koda-health-series-a-2674144997.html",
        "https://hospicenews.com/2025/10/02/advance-care-planning-platform-koda-health-raises-7m-in-series-a-funding-round/",
        "https://hitconsultant.net/2025/10/02/koda-health-secures-7m-to-scale-ai-enhanced-patient-decision-platform/",
        "https://www.prnewswire.com/news-releases/koda-health-secures-new-funding-to-expand-advance-care-planning-capabilities-302171042.html"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 28,
      "name": "Athena Security",
      "metro": "Austin",
      "sector": "Physical Security / Computer Vision AI",
      "founded": 2018,
      "total_funding_usd": 18600000,
      "funding_display": "$18.6M",
      "latest_round": {
        "type": "Seed",
        "date": "2024-08-01",
        "amount_usd": 10000000
      },
      "investors": [
        "Lisa Falzone (founder)",
        "Chris Ciabarra (founder)"
      ],
      "one_liner": "AI-powered computer vision platform that detects concealed weapons and firearms in real time at building entrances, integrated with visitor management and threat response workflows.",
      "url": "https://www.athena-security.com",
      "sources": [
        "https://www.prnewswire.com/news-releases/athena-security-raises-10-million-for-concealed-weapons-detection-system-expansion-302212324.html",
        "https://www.builtinaustin.com/articles/athena-security-raises-5m-seed",
        "https://www.finsmes.com/2024/08/athena-security-raises-10m-in-seed-funding.html",
        "https://www.securityinfowatch.com/perimeter-security/threat-detection-imaging-inspection/press-release/55132177/athena-security-athena-security-raises-10-million-for-concealed-weapons-detection-system-expansion"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 29,
      "name": "Biostate AI",
      "metro": "Houston",
      "sector": "Precision Health / Genomics AI",
      "founded": 2023,
      "total_funding_usd": 16000000,
      "funding_display": "$16M+",
      "latest_round": {
        "type": "Series A",
        "date": "2025-05-20",
        "amount_usd": 12000000
      },
      "investors": [
        "Accel",
        "Matter Venture Partners"
      ],
      "one_liner": "Generative AI platform combining proprietary total RNA sequencing (BIRT/PERD technologies) with a conversational AI copilot (OmicsWeb) to predict disease evolution and drug response across 1,000+ RNAseq datasets.",
      "url": "https://www.biostate.ai",
      "sources": [
        "https://www.globenewswire.com/news-release/2025/05/20/3085007/0/en/Biostate-AI-closes-12M-to-bring-the-Netflix-model-to-molecular-diagnostics.html",
        "https://www.axios.com/pro/biotech-deals/2025/05/20/exclusive-biostate-ai-raises-12m-series-a",
        "https://houston.innovationmap.com/biostate-ai-david-zhang-biotech-2668723816.html",
        "https://hlth.com/insights/news/biostate-ai-raises-12m-series-a-to-transform-rna-sequencing-for-precision-medicine-2025-05-21"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 30,
      "name": "DocJuris",
      "metro": "Houston",
      "sector": "Legal AI / Contract Intelligence",
      "founded": null,
      "total_funding_usd": 11200000,
      "funding_display": "$11.2M",
      "latest_round": {
        "type": "Series A",
        "date": "2024-10-01",
        "amount_usd": 8000000
      },
      "investors": [
        "Silverton Partners"
      ],
      "one_liner": "AI-native platform that automates contract redlining, playbook-compliant edits, and negotiation for Fortune 500 legal and procurement teams.",
      "url": "https://www.docjuris.com",
      "sources": [
        "https://www.prnewswire.com/news-releases/contracting-in-a-click-docjuris-secures-series-a-funding-302259152.html",
        "https://houston.innovationmap.com/docjuris-henal-patel-series-a-2669367301.html",
        "https://www.finsmes.com/2024/10/docjuris-raises-8m-in-series-a-funding.html",
        "https://www.crunchbase.com/organization/docjuris"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 31,
      "name": "Forward Edge-AI",
      "metro": "San Antonio",
      "sector": "Defense / Public Safety AI",
      "founded": 2019,
      "total_funding_usd": 9991791,
      "funding_display": "~$10M",
      "latest_round": {
        "type": "SBIR Phase II / Grant",
        "date": "2024-03-01",
        "amount_usd": 0
      },
      "investors": [
        "Department of the Air Force",
        "Microsoft",
        "Deal Box Ventures"
      ],
      "one_liner": "Responsible AI and cybersecurity solutions for DoD and intelligence agencies, including anomaly detection, NLP, autonomous systems, and quantum-resilient encryption.",
      "url": "https://www.forwardedge.ai",
      "sources": [
        "https://www.sbir.gov/portfolio/1612963",
        "https://www.crunchbase.com/organization/forward-edge-ai",
        "https://pitchbook.com/profiles/company/515747-98",
        "https://www.highergov.com/awardee/forward-edge-ai-inc-12683449/"
      ],
      "verification": "sourced_3plus",
      "note": "Primarily SBIR/STTR federal grants (non-dilutive)."
    },
    {
      "rank": 32,
      "name": "4MindsAI",
      "metro": "Dallas–Fort Worth",
      "sector": "Enterprise AI / Knowledge Graph Infrastructure",
      "founded": 2024,
      "total_funding_usd": 9000000,
      "funding_display": "$9M+",
      "latest_round": {
        "type": "Seed",
        "date": "2026-05-05",
        "amount_usd": 5429998
      },
      "investors": [
        "Hunt Innovative Technologies (Hunt Energy subsidiary)"
      ],
      "one_liner": "Enterprise AI deployment platform that builds business knowledge directly into open-source language models via a patented GPU-accelerated knowledge graph, replacing retrieval-based RAG approaches.",
      "url": "https://4minds.ai",
      "sources": [
        "https://www.formds.com/issuers/4mindsai-inc",
        "https://disclosurequest.com/form/4mindsai-inc/0002042397-24-000001",
        "https://dallasinnovates.com/2026-ai75/",
        "https://pitchbook.com/profiles/company/741597-67"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 33,
      "name": "UpSmith",
      "metro": "Dallas–Fort Worth",
      "sector": "AI Workforce / Home Services SaaS",
      "founded": 2022,
      "total_funding_usd": 8300000,
      "funding_display": "$8.3M",
      "latest_round": {
        "type": "Seed",
        "date": "2024-01-29",
        "amount_usd": 5000000
      },
      "investors": [
        "Hannah Grey Ventures",
        "Andreessen Horowitz (pre-seed lead)"
      ],
      "one_liner": "AI profit engine for skilled-trades and home-services businesses, combining agentic lead generation (JennyAI), AI recruiting, gamified performance tools, and training accelerators to combat the skilled-worker shortage.",
      "url": "https://www.upsmith.com/",
      "sources": [
        "https://dallasinnovates.com/upsmith-powers-its-new-skilled-workforce-tool-boost-with-5m-raise/",
        "https://dallasinnovates.com/upsmith-a-dallas-startup-led-by-former-elevate-leader-raises-3-3m-to-combat-the-skilled-worker-shortage/",
        "https://www.prnewswire.com/news-releases/upsmith-unveils-jennyai-revolutionizing-lead-generation-for-skilled-trades-businesses-302409698.html",
        "https://www.crunchbase.com/organization/upsmith"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 34,
      "name": "Collide",
      "metro": "Houston",
      "sector": "Energy AI / Industrial AI",
      "founded": 2022,
      "total_funding_usd": 5000000,
      "funding_display": "$5M",
      "latest_round": {
        "type": "Seed",
        "date": "2025-04-15",
        "amount_usd": 5000000
      },
      "investors": [
        "Mercury Fund"
      ],
      "one_liner": "GenAI platform built specifically for oil and gas professionals, synthesizing technical papers, internal processes, and industry data to serve 6,000+ users across 122 countries.",
      "url": "https://www.collide.energy",
      "sources": [
        "https://www.businesswire.com/news/home/20250415281159/en/Collide-Secures-$5M-to-Scale-First-GenAI-Platform-for-Energy-Sector",
        "https://houston.innovationmap.com/houston-startup-collide-secures-5m-to-grow-energy-focused-ai-platform-2671822126.html",
        "https://energycapitalhtx.com/collide-mercury-seed-round",
        "https://finance.yahoo.com/news/collide-secures-5m-scale-first-110000771.html"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 35,
      "name": "WATTER",
      "metro": "Dallas–Fort Worth",
      "sector": "AI Infrastructure / Distributed Compute / CleanTech",
      "founded": 2024,
      "total_funding_usd": 5000000,
      "funding_display": "$5M",
      "latest_round": {
        "type": "Seed",
        "date": "2025-03-05",
        "amount_usd": 5000000
      },
      "investors": [
        "Hunt Innovative Technologies",
        "17Shoals Inc."
      ],
      "one_liner": "WATTER embeds AI compute nodes inside commercial and residential water heaters, repurposing the waste heat from running AI workloads to heat water — creating a revenue-generating distributed-compute network that eliminates grid-cooling overhead.",
      "url": "https://watter.com",
      "sources": [
        "https://www.prnewswire.com/news-releases/watter-secures-5-million-seed-round-funding-led-by-hunt-innovative-technologies-and-17shoals-inc-technology-to-use-waste-heat-from-compute-devices-to-heat-water-in-homes-and-businesses-302393389.html",
        "https://dallasinnovates.com/dallas-based-watter-snags-5m-seed-funding-to-repurpose-waste-energy-to-heat-water-in-homes-businesses/",
        "https://finance.yahoo.com/news/watter-secures-5-million-seed-160400153.html",
        "https://www.morningstar.com/news/pr-newswire/20250305da34091/watter-secures-5-million-seed-round-funding-led-by-hunt-innovative-technologies-and-17shoals-inc-technology-to-use-waste-heat-from-compute-devices-to-heat-water-in-homes-and-businesses"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 36,
      "name": "RMFG",
      "metro": "Dallas–Fort Worth",
      "sector": "AI-Driven Manufacturing / Autonomous Factory Software",
      "founded": 2024,
      "total_funding_usd": 4500000,
      "funding_display": "$4.5M",
      "latest_round": {
        "type": "Pre-Seed / Seed",
        "date": "2025-12",
        "amount_usd": 4500000
      },
      "investors": [
        "Y Combinator",
        "Day One Ventures",
        "Soma Capital"
      ],
      "one_liner": "Software-defined sheet metal factory using AI agents to slash fabrication lead times from months to weeks for U.S. hardware startups.",
      "url": "https://www.rmfg.com",
      "sources": [
        "https://vctavern.com/rmfg-secures-4-5-million-seed-funding-to-revolutionize-u-s-manufacturing-with-ai-powered-factories/",
        "https://benzatine.com/news-room/father-of-four-secures-45-million-to-revolutionize-us-manufacturing-with-ai",
        "https://dnyuz.com/2025/12/04/a-father-of-four-raised-4-5-million-to-help-fuel-the-us-manufacturing-renaissance-with-ai-read-his-pitch-deck/",
        "https://www.ycombinator.com/companies/rmfg"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 37,
      "name": "Cydelphi",
      "metro": "Dallas–Fort Worth",
      "sector": "Cybersecurity / AI-native DFIR",
      "founded": null,
      "total_funding_usd": 3000000,
      "funding_display": "$3M",
      "latest_round": {
        "type": "Seed",
        "date": "2026-02-12",
        "amount_usd": 3000000
      },
      "investors": [
        "Glasswing Ventures"
      ],
      "one_liner": "AI-native Digital Forensics and Incident Response (DFIR) platform that uses agentic AI to automate ransomware and catastrophic breach recovery, cutting restoration timelines from months to days.",
      "url": "https://cydelphi.com",
      "sources": [
        "https://www.globenewswire.com/news-release/2026/02/12/3237042/0/en/Cydelphi-Emerges-from-Stealth-with-3M-to-Cut-Catastrophic-Breach-Recovery-from-Months-to-Days.html",
        "https://dallasinnovates.com/dallas-cybersecurity-startup-cydelphi-emerges-from-stealth-with-3m-seed-funding/",
        "https://www.crunchbase.com/organization/cydelphi",
        "https://www.thesaasnews.com/news/cydelphi-raises-3-million-seed-round"
      ],
      "verification": "sourced_3plus",
      "note": ""
    },
    {
      "rank": 38,
      "name": "KeepTabz",
      "metro": "San Antonio",
      "sector": "Competitive Intelligence / B2B SaaS",
      "founded": 2025,
      "total_funding_usd": 250000,
      "funding_display": "$250K",
      "latest_round": {
        "type": "Angel / Pre-Seed",
        "date": "2025-2026",
        "amount_usd": 250000
      },
      "investors": [
        "Geekdom Community Fund",
        "Angel investors (San Antonio, San Francisco, Silicon Valley)"
      ],
      "one_liner": "AI platform that automatically monitors and summarizes competitor activity across news, reviews, social media, pricing, and SEO for B2B sales and marketing teams.",
      "url": "https://www.keeptabz.ai",
      "sources": [
        "https://www.einpresswire.com/article/907156843/san-antonio-startup-keeptabz-launches-with-15-b2b-customers-aims-to-disrupt-6b-competitive-intelligence-market",
        "https://martechseries.com/sales-marketing/san-antonio-startup-keeptabz-launches-with-15-b2b-customers-aims-to-disrupt-6b-competitive-intelligence-market/",
        "https://sanantonioreport.org/san-antonio-startup-keeptabz-is-using-ai-to-change-how-companies-track-competitors/"
      ],
      "verification": "sourced_3plus",
      "note": ""
    }
  ]
}