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AI-native services

Build an agent your team can measure and improve.

Bring a real task and the behavior your team needs to change. We help build a new agent or improve the system already in use, with implementation and evaluation scoped together.

Starting at $100k+ · Scoped engagement

Scope, deliverables and duration are agreed in the engagement proposal.

Scope your agent engagement

01

Choose the delivery problem.

The entry point depends on what your team already operates.

  • Build a new workflow: agree the task, tool boundaries and working increment before expanding.
  • Improve an existing workflow: trace a recurring failure, change the relevant component and replay representative cases.

02

Define what improvement means for this task.

Record the current behavior before comparing a revision. Choose criteria with the people who judge the work.

  • Accepted outputs and recurring failure categories
  • Reviewer effort and unresolved judgments
  • Cost or latency per successful run, where relevant
Illustrative review artifact, not a promised result
task: one representative workflow
baseline: current outputs and reviewer verdicts
revision: a scoped implementation change
comparison: results, unresolved failures, next decision

03

Make the first milestone reviewable.

During scoping, agree the first working increment and the evidence you will review with it. The proposal defines the actual deliverables.

  • Your team brings representative tasks, current behavior, constraints and the people who can review outputs.
  • Together we agree integration responsibilities, access boundaries and evaluation criteria.
  • Review the increment and comparison before deciding the next implementation scope.

04

Leave the next decision with your team.

A new version alone is not a result. Review what changed, what remains unresolved and who owns the next step. Agree the handoff and rollout decision as part of the engagement.