Specific Labs GTM brain

Specific Labs licenses real business data and turns it into datasets and environments for AI labs and enterprises building agents.

category

Real-world agent training and evaluation data

market profile

  • text: Public coding benchmarks may not reflect work on private production codebases, creating demand for out-of-distribution evaluation.
  • text: Real business data is hard to access and license, while actual work contains exceptions and handoffs that clean generic datasets omit.

personas

  • title: Frontier AI post-training or evaluation research lead
    pains:
    • Public benchmark performance may overstate ability on unfamiliar enterprise repositories
    • Needs licensed, realistic tasks and environments for training and independent evaluation
  • title: Enterprise AI product lead
    pains:
    • Agents fail on workflow exceptions and decisions that do not appear in generic datasets
    • Needs representative examples to evaluate reliability before production
  • title: Company data partnerships or legal lead
    pains:
    • Potentially valuable operational data needs clear licensing and handling terms
    • Must evaluate whether private code and documents can be shared responsibly

icp

  • text: Frontier model labs investing in coding agents, post-training data and real-world evaluation.
  • text: Enterprises building domain-specific agents and businesses able to license real operational workflows or production code.

message pillars

  • text: Train and evaluate with work grounded in reality.
  • text: Capture judgment and exceptions rather than only clean examples.
  • text: Measure coding agents against real private enterprise code.

objections

  • objection: Is this representative of our own production work?
    response: Request sample access and inspect task provenance, domains, context and evaluation methodology against your workloads.
  • objection: Can private company data be licensed and used appropriately?
    response: Review provenance, licensing rights, security controls and contractual use before sharing or purchasing data.

competitors

  • name: Halluminate
    why: Offers data and reinforcement learning environments for knowledge-work automation.
  • name: HUD
    why: Provides a platform and marketplace for agent environments and evaluation data.

influencers

  • name: Janak Sunil
    url: https://teapawt.org/janaksunil
    why: Co-founder publicly introduced the Real-SWE benchmark and discusses private codebase evaluation.

keywords

  • AI agent training data
  • enterprise workflow datasets
  • private codebase benchmark
  • AI training data licensing
  • coding agent evaluation
  • real world RL environments

voice

  • research led
  • technical
  • pragmatic

signals

  • text: A model lab is looking for coding-agent evaluations on private repositories beyond public benchmarks.
  • text: An enterprise is building agents for complex workflows and lacks representative task histories.

pricing

model: unknown

motion

sales_led

channels

  • research publications
  • benchmark leaderboard
  • founder X posts
  • data partnerships

confidence

medium

Founders

  • name: Janak Sunil
    title: Founder/CEO
    role: CEO
    bio: Co-Founder and CEO @ Specific Labs, Prev @ Coinbase
  • name: Siddhant Paliwal
    title: Founder/CTO
    role: CTO
    bio: Co-Founder and CTO @ Specific Prev @ Third Chair (YC X25), Intel. Founded my first company at 15, invited to the UN.

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