ZeroShot
A platform that watches your team's AI coding agent sessions and PR reviews, then turns the useful patterns into reusable skills so the next session doesn't relearn the same thing.
🔗 Visit ZeroShot
Description
AI coding agents are great until every engineer's session starts from zero — the same conventions get explained, the same mistakes get made, and tokens get burned re-discovering things the team already knows. ZeroShot watches agent sessions and PR reviews across your team and converts the useful, repeated patterns into reusable 'skills,' so solutions from one session are actually available to the next one instead of being lost.
It supports Claude, Codex, Cursor, and Gemini agent sessions, offers session handoff between team members with full context preserved, and can automate PR review comments that cite the team's own conventions. Daily reporting tracks efficiency and token usage over time, and it claims SOC 2 Type II, GDPR, and HIPAA compliance, with a local execution option so session data doesn't have to leave the machine. Pricing is free for small teams (up to 3 members, 200 hosted sessions/month), $100/user/month for the Pro tier with unlimited sessions, and custom Enterprise pricing above that.
💬 Our review
The short version: if your team is already running multiple engineers through AI coding agents daily and burning tokens re-explaining the same conventions session after session, ZeroShot's skill-extraction approach targets a real, measurable cost — the free tier is generous enough to validate that on a small team before paying anything.
Against just relying on each agent's own memory/context files, ZeroShot adds cross-session and cross-team learning, which a single CLAUDE.md-style file can't do on its own once more than one engineer is involved. Against building this internally with your own logging and prompt templates, ZeroShot's PR-review automation and compliance certifications (SOC 2, HIPAA) save real engineering time, but at $100/user/month the Pro tier is a meaningful line item for a small team — worth confirming the free tier's 200 sessions/month actually covers your usage before scaling up.
💰 Pricing
📊 Global score
🤖 AI-enriched data
Free (3 membres, 200 sessions/mois), Pro 100$/utilisateur/mois (illimité), Enterprise sur devis.
Pros
Extraction automatique de compétences réutilisables
Handoff de session avec contexte complet
Conformité SOC 2 Type II, GDPR, HIPAA
Cons
100$/utilisateur/mois au tier Pro, coût qui grimpe vite en équipe
Valeur dépend du volume réel d'usage des agents
Nécessite d'adopter le workflow ZeroShot en plus des agents existants