These 10 artificial intelligence and machine learning startups ranked highest on SwitchPitch's IRL (Innovation Readiness Level) score — a measure of real enterprise deployment, not just funding. All are at Seed, Series A, or Series B stage, actively piloted or deployed inside large organizations, and backed by institutional investors. Data reflects SwitchPitch rankings as of May 2026.

  1. 1
    Coactive AI IRL 10/10Seed$44M raised

    Coactive AI is a machine learning platform that unlocks analytics and insights from unstructured image and video data.

    Backed by AME Cloud Ventures, Andreessen Horowitz, Bessemer Venture Partners📍 San Jose, United States
    95
    SP Score
  2. 2
    Avaamo IRL 10/10Series A$30M raised

    Avaamo is a deep learning Virtual Assistant Platform for the enterprise.

    Backed by Alchemist Accelerator, Intel Capital, Streamlined Ventures📍 Los Altos, United States
    94
    SP Score
  3. 3
    Aviso IRL 10/10Series B$60M raised

    AI-Driven Sales Forecasting and Pipeline Management

    Backed by Cowboy Ventures, Scale Venture Partners, Storm Ventures📍 Redwood City, United States
    86
    SP Score
  4. 4
    Rohirrim IRL 9/10Venture$18M raised

    Rohirrim uses generative AI for RFP automation and knowledge management, automating repetitive tasks for proposal teams.

    Backed by Bessemer Venture Partners, Insight Partners, GPVC📍 Mclean, United States
    80
    SP Score
  5. 5
    Sinequa IRL 10/10Series B$28M raised

    Your Company. Augmented.

    Backed by Aurinvest, Jolt Capital, XAnge📍 Paris, France
    77
    SP Score
  6. 6
    Filament AI IRL 10/10Series A$9M raised

    Filament helps clients to build proprietary AI capability within their organisation, through consultancy, solutions and tooling

    Backed by FINTOP Capital, Wealth Club📍 London, United Kingdom
    76
    SP Score
  7. 7
    ModelOp IRL 10/10Series B$16M raised

    ModelOp enables enterprises to effectively innovate with AI AND ensure it is safe, accountable, and effective.

    Backed by Baird Capital, David Wright, GTMFund📍 Chicago, United States
    76
    SP Score
  8. 8
    JIFFYAI IRL 9/10Series B$71M raised

    JIFFY.ai helps wealth firms boost productivity, enhance client engagement, and streamline onboarding, servicing & data management with AI.

    Backed by Eight Roads Ventures, Bob Ward, Charles Goldman📍 Palo Alto, United States
    76
    SP Score
  9. 9
    Quantiphi IRL 9/10Series A$23M raised

    Quantiphi is a digital engineering company that provides data science and machine learning software and services.

    Backed by Multiples Alternate Asset Management Private Limited📍 Marlborough, United States
    75
    SP Score
  10. 10
    Yseop IRL 10/10Venture$13M raised

    No-Code Intelligent Report Automation using Natural Language Generation

    Backed by Eli Lilly, NextStage, NextStage AM📍 New York, United States
    75
    SP Score

Methodology: Rankings are generated monthly from SwitchPitch's startup database using a composite 100-point score: IRL Score (35%) — SwitchPitch's Innovation Readiness Level measuring real enterprise adoption; Funding Stage (20%) — weighted toward Seed and Series A/B; Total Raised (15%) — log-scaled to reward meaningful early capital; Enterprise Client Traction (15%) — based on documented client counts; Tier-1 VC Backing (15%) — presence of top-decile investors. Last updated: November 2026.

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