AI tools for product managers whose team builds with coding agents
Your developers got an AI that writes code. Feature1 is the product operating system on your side of the table: strategy, roadmap and acceptance criteria, written with you and read by the agent over MCP.
What does an AI product management tool do?
An AI product management tool helps a product manager decide what to build and describe it: product strategy, roadmap, PRDs, user stories and acceptance criteria. Feature1 also hands that work to the coding agent that builds it, and brings the results back.
Strategy
A one-page product strategy narrative.
Roadmap
Initiatives from the gap between strategy and product.
Specify
Features, stories and acceptance criteria.
Hand off
The coding agent reads the criteria over MCP.
Where general AI assistants stop
ChatGPT or Claude can write a PRD in a minute. That stops helping when the document has to reach the code:
- It starts from zero each time and does not know your strategy or your last decision.
- It does not know what the product can already do.
- Its output is a document someone copies into a ticket.
- Nothing comes back after release to tell you whether the feature is used.
Feature1 keeps the whole chain in one place, from the strategy to the acceptance criteria, reads your repository read-only so it knows what the product does, and serves the criteria to the agent directly. We wrote about the PM’s role in Does AI replace product managers?
New to AI in product work? Start with two real features
Book a proof of concept (POC). We set Feature1 up with you and one developer and stay with you, hands on, until two real features are delivered.
- Week 1. NDA, read-only GitHub access, then the product strategy and roadmap with your PM in Feature1. The first two features are specified with acceptance criteria.
- Week 2. Your developer builds both features with their own coding agent, reading the criteria over MCP. We review against the criteria together and ship.
Proof of concept (POC)
$500 paid only when the two features ship
- One to two weeks, your PM and one developer
- Your developer writes the code; we guide the process
- You keep the strategy, roadmap and specs
Already writing PRDs with AI? Get them to the code intact
Keep using whatever helps you think. Feature1 is where the decision lives once it is made.
- Strategy, roadmap, features and acceptance criteria in one linked chain.
- A read-only picture of what the product does today.
- The coding agent reads the criteria over MCP. No copying into tickets.
- Adoption and errors come back to the feature after release.
7-day free trial
Free no credit card
Sign up and write your first Product Strategy Narrative. Invite a developer and connect their coding agent when you are ready.
Start the free trialTeams already working this way
- SatoriXR. Delivery got faster and deciding became the constraint. They hired a second product manager, not a third developer.
- Quantem. A junior developer built an MCP layer in one day from written acceptance criteria. The context took four to five days; the build took one.
- Jarshare. A Replit store with one unintegrated server file became a real product once its next features were specified against what it already did.
AI tools for product managers: questions people ask
What makes Feature1 different from other AI tools for product managers?
Most AI tools for product managers help write documents. Feature1 holds the chain those documents belong to: the strategy, the roadmap, the features and their acceptance criteria. It knows what the product already does from a read-only scan of the repository, and serves the criteria to the coding agent over MCP.
Is this an AI product roadmap tool?
Yes. The roadmap is built from the gap between your product strategy and what the product does today, as initiatives with an objective and a measure each. You edit and decide.
Do my developers have to change tools?
No. GitHub stays. Claude Code, Codex or Cursor stay. The developer connects the agent to Feature1 over MCP.
Does Feature1 write code?
No. Your developer writes the code with their coding agent. Feature1 is the product side: what to build, why, and what done means.
What is in the POC?
One to two weeks with your PM and one developer. We set the workflow up with your team and stay with you until two features are delivered from acceptance criteria held in Feature1. An NDA is signed before anything is read, GitHub access is read-only, and you pay the $500 only when the two features ship.
Is there a free trial?
Yes. Feature1 has a 7-day free trial with no credit card. Invite your team, write your first specs together and connect your coding agent.