FeatureFactory
FeatureFactory connects product signals, AI-agent workflows, and outcome measurement for software teams.
What FeatureFactory is
FeatureFactory connects product signals, AI-agent workflows, and outcome measurement for software teams. It gathers input from tools such as Jira, Slack, support systems, and calls, groups it into themes, and turns it into plans. After owner approval, plans can become scoped work orders executed by AI agents selected by the team, with human approval and review gates. Once work is merged and released, linked changes are assessed against a baseline and the intended product or customer outcome.
For measurement, FeatureFactory scores pull requests and commits for quality and effort, tracks team velocity, and distinguishes AI-authored work from human work. It also supports DORA, delivery, and reliability metrics. Its integration catalog includes GitHub, Jira, Linear, Slack, Intercom, Zendesk, HubSpot, Salesforce, and other tools, but catalog integrations are labeled early access. GitHub measurement starts read-only, and existing tests, branch protection, review, and merge controls remain in place. The free Solo plan is for one developer and one connected repository, with 30 days of measurement history and five representative AI quality previews.
Good
- Connects product signals to plans and work orders.
- Tracks team velocity and AI-authored work.
- Supports DORA, delivery, and reliability metrics.
- GitHub measurement starts read-only.
- Existing tests and merge controls remain in place.
Watch out
- Catalog integrations are labeled early access.
- Solo is limited to one developer and one repo.
- Solo includes 30 days of measurement history.
Who it suits
FeatureFactory suits individual developers or engineering teams that want to organize product signals, plan agent-assisted work, and measure delivery. The Solo plan is limited to one developer and one connected repository; teams can review the paid plans for larger needs.
Verdict
FeatureFactory links planning, agent-assisted execution, and post-release measurement while retaining approval and review gates. Its free plan is narrow, and the listed integrations are marked early access.
Plans and prices
From FeatureFactory's own pricing page, checked 8 Oct 2026.
| Plan | Price | What it gives you |
|---|---|---|
| Solo | Free | 1 developer · 1 connected repo · 30 days of measurement history · 5 representative AI quality previews · free forever |
| Team | $49 a month | Unlimited repositories · 12 months of AI scoring history · managed AI included · per developer / month; billed annually |
| Business | $99 a month | Unlimited scoring & measurement history · customer outcome integrations · work orders and agent pipeline · priority support · per developer / month; billed annually |
| Enterprise | Priced on request | SSO / SAML and SCIM provisioning (on the roadmap) · self-hosted or on-prem model routing (on the roadmap) · custom DPA · dedicated success + SLAs · custom |
The facts
Each one read from FeatureFactory's own pages, with the date it was checked.
What it does
- Build
- Approved plans can become scoped work orders that execute with AI agents selected by the team, with human approval and review gates.checked 8 Oct 2026
- Code sent to AI providers
- FeatureFactory sends pull request diffs and code content to Anthropic for AI scoring and recommendations; it sends signal text and PR descriptions to OpenAI for embeddings, not raw code diffs.checked 8 Oct 2026
- DPA
- Enterprise customers may request a signed DPA, and FeatureFactory says it will respond within two business days.checked 8 Oct 2026
- Hosting and data region
- AWS hosts application data, which is stored at rest in the EU or US region according to account configuration.checked 8 Oct 2026
- Integrations
- The integration catalog lists GitHub, Jira, Linear, Slack, Intercom, Zendesk, HubSpot, Salesforce, and other tools, and says other systems can connect through its API.checked 8 Oct 2026
- Integration status
- The catalog labels integrations as early access and invites users to request access.checked 8 Oct 2026
- Intended users
- The pricing page describes Solo for one developer and Team for engineering teams measuring and planning together.checked 8 Oct 2026
- Measure
- It scores pull requests and commits for quality and effort, tracks team velocity, and distinguishes AI-authored work from human work.checked 8 Oct 2026
- Outcome measurement
- After merge and release, linked changes are evaluated against the baseline and intended product or customer outcome.checked 8 Oct 2026
- Product purpose
- FeatureFactory connects product signals, AI agent workflows, and outcome measurement so teams can plan features, build them, and measure results.checked 8 Oct 2026
- User controls
- GitHub measurement starts read-only, generated plans and work orders require owner approval, and existing tests, branch protection, review, and merge controls remain in place.checked 8 Oct 2026
Money
- Plan
- It ingests signals from tools such as Jira, Slack, support systems, and calls, groups them into themes, and generates plans for agents to build from.checked 8 Oct 2026
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