FeatureFactory

What FeatureFactory is

FeatureFactory brings product signals, AI-assisted work planning, and delivery measurement into one workflow for software teams. It gathers inputs from tools such as Jira, Slack, support systems, and calls, groups them into themes, and turns them into plans for agents. Teams can approve a plan as a scoped work order, choose the AI agents that carry it out, and keep human approval and review gates in the process. Once changes are merged and released, FeatureFactory evaluates linked work against a baseline and its intended product or customer outcome.

For measurement, it 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. The integration catalog includes GitHub, Jira, Linear, Slack, Intercom, Zendesk, HubSpot, Salesforce, and other tools; integrations are labeled early access, and other systems can connect through its API. GitHub measurement starts read-only, and existing tests, branch protection, review, and merge controls remain in place. Pull request diffs and code content go to Anthropic for scoring and recommendations; signal text and pull request descriptions go to OpenAI for embeddings, not raw code diffs. Application data is hosted on AWS and stored in the EU or US region according to account configuration.

Who it suits

Solo is described for one developer, while Team is aimed at engineering teams that want to plan and measure together. It may suit teams that want to connect product signals to AI agent work and track outcomes after release.

Limits

Solo is free forever for one developer and one connected repository, with 30 days of measurement history and five representative AI quality previews. Team is $49 per developer per month, billed annually, and includes 12 months of AI scoring history; Business is $99 per developer per month, billed annually, and includes unlimited scoring and measurement history.

Getting started

1. Visit the FeatureFactory website.
2. Choose Solo, Team, Business, or Enterprise.
3. Use the Solo plan for one developer and one connected repository, or choose a paid plan for its listed provisions.
4. Connect tools from the integration catalog; integrations are labeled early access and users can request access.
5. Use the API to connect other systems.

Verdict

Choose FeatureFactory if you want to connect product signals with agent work orders and measure changes against intended outcomes. Solo suits one developer exploring the workflow, while Team and Business offer broader measurement and planning provisions. Look elsewhere if you need available SSO or integrations that are not in early access.