Free tool · Time-to-Ship Estimator
From idea to in production.
Three inputs, a realistic week-by-week plan to ship your AI feature, with the team it takes to hit it. A timeline you can defend in a board meeting.
How big is the feature?
AI experience on your team?
How ready is your data?
Estimated time to ship
~10 weeks
Discovery & scoping1w
Use case, success metrics, eval set.
Data & infrastructure3w
Pipelines, access, serving foundation.
Build & integrate4w
The core feature, in your product.
Harden, eval & launch2w
Quality, guardrails, production rollout.
A senior embed alongside your team hits these milestones without pulling everyone off the roadmap.
1× Senior AI engineer1× Full-stack engineer
Hit this timeline with an embed →Keep going