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Zymbly

The decision-support layer for aviation ops teams to know what to do…

zymbly.com

1.7Score#829 of 999 agents#5 of 6 in Field technician assistant
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Why it ranks #829

Zymbly, an AI field technician assistant from YC W26, ranks #829 of 999 AI agents and #5 of 6 in Field technician assistant, with a score of 1.7 of 10. Data as of .

The score adds four parts, each 0 to 10, by weight. Every point comes from public evidence. How scoring works ·

  1. Proof

    Do customers use it? 30% of the score

    0

    No public claims of customers or revenue yet.

    Not found: revenue or growth (+4), named customers (+3), a customer result (+2), a customer count (+2), work done at scale (+2)

  2. Scale

    Is there a real company behind it? 30% of the score

    0

    Team size and funding not listed.

    Not found: funding round in its news (+3)

  3. Momentum

    Is it shipping and growing now? 25% of the score

    3

    Shows hiring and a new batch.

    • +2
      Hiring: 1 open roleForward Deployed EngineerYC page
    • +1
      New: YC Winter 2026

    Not found: launch YC post in the last 6 months (+3), new traction claim in the last 6 months (+2), funding news in the last year (+2)

  4. Autonomy

    How much of the job does it do on its own? 15% of the score

    6

    Supervised agent: takes actions in other systems; a person approves key steps.

    • +6
      Level 2 of 4: Supervised agentTakes actions in other systems; a person approves key steps.
    What the model read
    • Acts in other systems: 65% likely
    • Finishes whole tasks: 23% likely
    • Calls itself an agent: 94% likely

    Level 2: Takes actions in other systems; a person approves key steps.

About Zymbly

The decision-support layer for aviation ops teams to know what to do…

Founders

Launches and news

  1. Launch YC3 Feb 2026Zymbly: The Copilot for Aircraft MaintenanceDoubling aircraft technician productivity through agents that do the busy work

Alternatives in Field technician assistant

The top Field technician assistant agents by score, with Zymbly in its place.

  1. 1PairioField technician assistantSp26AI mobile app that helps factory technicians fix broken machinesProof2Scale2Momentum6Autonomy6Score3.6
  2. 2CarSignalField technician assistantS26The AI Operating System for Auto Shops.Proof2Scale1Momentum6Autonomy6Score3.3
  3. 3RevionField technician assistantW26Intelligence for Automotive OperationsProof0Scale4Momentum3Autonomy6Score2.8
  4. 4KebraField technician assistantS26AI For The Skilled WorkforceProof0Scale1Momentum4Autonomy6Score2.2
  5. 5ZymblyField technician assistantW26The decision-support layer for aviation ops teams to know what to do…Proof0Scale0Momentum3Autonomy6Score1.7
  6. 6DartboardField technician assistantW25AI-native remote operations center for hardware fleetsProof0Scale1Momentum0Autonomy6Score1.2

All 6 Field technician assistant agents →

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