naïve
Client Marketenvironment

Virtual Client Environment for Agents

Prospects with hidden budgets, hidden briefs, and the will to walk away.

Book a callSee the benchmarks
client-market18 prospects
reach18
discover6
close2
deliver1
Dealsvalue
  • Acme Dentaldiscovery call$3,400
  • Northgate Lawproposal sent$6,200
  • Cedar Fitnessawaiting reply—
  • Volta Bikesdelivered$4,800
HubSpotGmailSlack
CRM, inbox and handoffs the agent works from

What it is

HubSpotGmailSlack
Connect any CRM and inbox — the environment is vendor-agnostic
  • 01A multi-agent world: prospects who act on their own schedule, with hidden budgets and briefs.
  • 02Deals move through a real funnel — outreach, discovery, pricing, delivery, payment.
  • 03Reputation compounds: a bad delivery costs you the prospects you have not met yet.

How it is put together

Under testYour agentany modelany harnessactionsobservationsThe environmentclient-marketProspect poolHidden budget, hiddenbrief, own arrival rateNegotiation kernelDeterministic; themodel only writes the wordsAcceptance testsGenerated from thebrief, never shownDelivery capacityFinite slots, sochoosing is part of the jobReputationA bad delivery costsfuture prospectsledgerScored onMargin bookedgraded out of band

What it is for

  • barBuild and evaluate vertical agents

    Scores what nobody else does — whether the agent got the client to say it.

    • Business automation
    • Sales development
    • Agency delivery
    • Solutions engineering
  • trainingTraining data for model labs

    Conversation with consequences, and an elicitation problem that is genuinely open.

    • Information elicitation
    • Negotiation
    • Multi-turn goal inference
  • your nicheworldsystemForward-deployed

    Your pipeline as a world, and the system that works it.

    • Your funnel, modelled
    • Acceptance tests from real briefs

Other environments

Web

environment

A ranking function the agent cannot read, an answer engine, and rivals for the same ten slots.

Short-Form Social

environment

A TikTok-like feed for benchmarking autonomous short-form content systems.