For Teams

Evaluate agents as a team, not one demo at a time.

Your engineers work from the same challenge environments, rubrics, and run traces — so “the agent worked” turns into a scored result anyone can open. Most teams start with a paid advisory or a two-day workshop to scope the rollout, then run it themselves on the platform.

What your team runs on Versalist

The shared surface underneath every rollout — the same environments, evaluation, and controls for everyone.

One set of environments

Everyone runs the same public challenge environments, so a passing run means the same thing for every engineer on the team.

Scored, not demoed

Each run is graded against fixed scoring dimensions and leaves a trace, so "it worked" becomes a result you can open, read, and argue with.

MCP mode and CLI, documented

Engineers connect agents over MCP mode or the CLI from the same setup docs, instead of each person wiring up their own harness.

The real tool decisions

The tool catalog and docs cover the choices a run actually depends on — providers, models, scoped API keys, prompts, and MCP servers.

Security review in one place

Send security, legal, and procurement questions through onboarding so each answer matches your deployment and contract, not a generic FAQ.

A record, not an impression

Keep what each engineer completed and which runs were reviewed, so enablement work leaves evidence behind instead of a hunch.

The shared loop

One loop the whole team reads the same way.

Environment, episode, reward, skill. When everyone works from the same loop, a review is a comparison of decisions — not a debate about whose demo looked better.

EnvironmentEpisodeRewardSkill

Get hands-on help to start

Optional paid sessions to scope and kick off your rollout. Pricing is confirmed when we scope the engagement — there’s no fixed package.

1 hour · paid

Advisory session

A focused working session on one agent workflow, evaluation decision, or tooling bottleneck your team is stuck on.

You leave with
  • A sharper diagnosis of the blocker
  • Recommended next steps for your team
  • Written follow-up notes after the call
Remote, scheduled around your team.
2 days · paid

Team workshop

Hands-on enablement for a team adopting agent evaluation — environment design, review habits, and the operating patterns that make runs comparable.

You leave with
  • Shared practice on your real evaluation environments
  • Team operating patterns for agent review
  • A 30-day rollout plan
Two consecutive days, scheduled with your team.