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UPDATED 2026.06.07
rl-list.com · Vendors · Good Start Labs

Good Start Labs

Open source
medium confidence
goodstartlabs.com ↗ · Status: active confirmed · Founded 2025

Good Start Labs is a 2025 Every spin-out that builds game-based environments to generate reinforcement-learning data and evaluate frontier models, using both custom games and partnerships with existing games where player behavior helps train and rank AI. It is known for AI Diplomacy / Diplomacy Arena (multi-agent long-horizon strategy) and LOL Arena (humor preference), and publishes openly on GitHub and Hugging Face.

Key facts
Headquarters
Brooklyn, NY, USAreported cite
Headcount band
1-10reported cite
Total raised
$3.6Mreported cite
Last round
Seed, $3.6M, October 2025 (Inovia describes it as pre-seed)reported cite
SOC 2
unknown
What they sell
environmentsreported cite
Open source
yesconfirmed cite
Deployment
unknown

Scale & velocity

Current headcount
~9-10 (as of 2026-06-07)reported cite
Headcount growth
unknown
Open roles
unknown cite
Other locations
Toronto, ON, Canadareported cite
Distributed / remote
yesestimated cite

Research depth

Has researchers
yesreported cite
Researcher count
unknown
Backgrounds
Alex Duffy (Co-Founder & CEO), ex-Head of AI Training at Every; creator of AI Diplomacy; background in AI training/education (AI Camp); prior ML work, Tyler Marques (Co-Founder & CTO), University of Waterloo; applied AI/ML/DevOps backgroundreported cite
Papers / benchmarks
AI Diplomacy / Diplomacy Arena, frontier models playing the board game Diplomacy (github.com/GoodStartLabs/AI_Diplomacy), LOL Arena, humor preference benchmark informed by human votes, GSLBenchmark / gsl-benchmark-logs (Hugging Face datasets), OpenTinker, RL infrastructure repo (Apache-2.0)reported cite

Capital

Total raised
$3.6Mreported cite
Last round
Seed, $3.6M, October 2025 (Inovia describes it as pre-seed)reported cite
Investors
General Catalyst, Inovia Capital, Tirta Ventures, Every, angel investors from top AI labs (incl. DeepMind alumni)reported cite
Valuation
unknown
Revenue signals
unknown

Security & compliance

SOC 2
unknown
Other certifications
unknown
Security page
unknown

Product

What they sell
environmentsreported cite
Open source
yesconfirmed cite
License
Apache-2.0 (OpenTinker repo); AI_Diplomacy repo license not specifiedreported cite
Deployment model
unknown
Maturity
research previewestimated cite
Notable customers
Bad Cards (Discord Cards-Against-Humanity-style game; LOL Arena partnership / data source) self-claimed cite

Buyer analysis

Best fit: Buyers wanting open, game-based RL environments and benchmarks for long-horizon multi-agent reasoning and preference/humor evaluation.

How we verified this

Confirmed this is the CORRECT company matching the directory note ('game environments for frontier labs'): Good Start Labs is a 2025 Every spin-out building game-based RL environments (AI Diplomacy/Diplomacy Arena, LOL Arena) to generate training data and evaluate frontier models. Identity, founders (Alex Duffy CEO, Tyler Marques CTO), 2025 founding, Brooklyn HQ + Toronto office, and the $3.6M raise are all corroborated by multiple sources including the Every announcement and Inovia's investor page. Key corrections: added Tirta Ventures as a confirmed co-lead investor (missed in draft); flagged seed vs pre-seed labeling conflict between sources; removed 'enterprise workflows' focus area as unsupported; downgraded distributed_remote, license, and published_papers confidence; trimmed unverifiable founder-background specifics. Funding/headcount kept at 'reported' (aggregator/snippet-dependent, not primary-confirmed). Customers: Bad Cards is a game/data partnership (self-claimed, no frontier-lab tie) rather than a paying customer. No SOC2/trust page found, kept unknown. Overall confidence: medium.

Related vendors

Sources

  1. goodstartlabs.com/about · 2026-06-07, Official about page (referenced via search; direct fetch 403)
  2. goodstartlabs.com/careers · 2026-06-07, Official careers page; hiring research leads/scientists; direct fetch returned 403
  3. github.com/GoodStartLabs · 2026-06-07, GitHub org: AI_Diplomacy (669 stars), OpenTinker (Apache-2.0), .github; arenas Diplomacy/LOL
  4. huggingface.co/GoodStartLabs · 2026-06-07, Verified HF org, 9 team members, 47 models, 8 datasets (e.g. GSLBenchmark, gsl-benchmark-logs)
  5. www.inovia.vc/active-companies/good-start-labs/ · 2026-06-07, Investor page: founded 2025, HQ Brooklyn NY, Toronto office, pre-seed co-led by Inovia Oct 2025, founders Alex Duffy (CEO)/Tyler Marques (CTO)
  6. www.inovia.vc/founders/company-founders/tyler-marques/ · 2026-06-07, Tyler Marques background: Waterloo, ~7 yrs AI/ML/DevOps
  7. every.to/on-every/our-new-incubation-raised-3-6-million-to-teach-ais-to- · 2026-06-07, Funding announcement $3.6M; investors General Catalyst, Inovia, Every, DeepMind angels; Every spin-out (direct fetch 403, content via search)
  8. tracxn.com/d/companies/goodstartlabs/funding-and-investors · 2026-06-07, Total $3.6M, 1 round, round date Oct 15 2025, 37 investors (4 institutional)
  9. www.linkedin.com/company/good-start-labs · 2026-06-07, Public snippet: founded 2025, ~10 employees / size 2-10, ~535 followers, specialties AI/Games/Data/RL/LLM training
  10. startups.gallery/companies/good-start-labs · 2026-06-07, Lists remote, 1-10 employees, NY; investor list appears to be boilerplate/inaccurate (conflicts with credible sources)
  11. every.to/diplomacy · 2026-06-07, AI Diplomacy project writeup / Alex Duffy background (ex-Salt AI, AI Camp, Every Head of AI Training)
Last updated 2026-06-07 · Every quantitative field carries a source and a confidence tag. Fields we could not source publicly are marked unknown, never estimated. See the methodology.