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FeatureFactory

Comparison

FeatureFactory vs Atlassian Compass

Compass is a capable developer portal and component catalog inside the Atlassian ecosystem - now reaching end-of-sale in May 2026. FeatureFactory covers the engineering-intelligence and AI-measurement side of that story, with line-level authorship and the build loop.

The short version

Compass is a genuinely good internal developer portal - real-time component catalog, service ownership and standards scorecards, tightly integrated with Atlassian. FeatureFactory is not a full developer portal, and we say so plainly. But with Compass reaching end-of-sale in May 2026, teams that used it for scorecards and delivery metrics have a migration window - and that is exactly where we lead: line-level AI-vs-human authorship, quality scoring, and the plan-build-measure loop.

FeatureFactoryAtlassian Compass
Software component catalog-
Internal developer portal / service ownership-
Scorecards for standards and best practicesEngineering-metric scorecards
Native Jira / Bitbucket / Atlassian integrationVia connectors
DORA metrics and delivery insights
Line-level AI-vs-human authorship-
Scores the quality of AI-generated code-
Plans work into product plans and acceptance criteria-
Closed loop: signal → measure → product plan → build → measure-
Bring-your-own agent (Claude Code, Cursor, Devin)-
Transparent, published self-serve pricingAtlassian licensing
Long-term product availabilityEnd-of-sale May 2026

Why teams pick FeatureFactory

Line-level AI-vs-human attribution

Compass scorecards can nudge teams toward standards, but they do not distinguish AI-written code from human-written code. FeatureFactory attributes authorship line by line and scores whether the AI-generated code actually held up in review and production - the measurement most tools can only correlate.

The closed loop, not just a catalog

Compass excels at cataloguing components and surfacing ownership. FeatureFactory runs the delivery loop instead: product signal informs what to build, we measure the current state, turn it into a product plan with acceptance criteria, build with your agent, then measure the outcome again.

Transparent, self-serve pricing

FeatureFactory publishes its pricing and lets you start without a sales gate. With Compass reaching end-of-sale in May 2026, teams that leaned on it for scorecards and delivery metrics have a migration window - a good moment to consolidate on a tool with a clear commercial path.

Developer-led adoption

Both tools aim to earn engineers rather than being imposed top-down. FeatureFactory extends that into the workflow: bring your own agent, keep the plan, the diff and the outcome in one place, and adopt it PR by PR rather than through a portal rollout.

FAQ

Yes - if you need a software component catalog, service ownership and templated best-practice scorecards inside the Atlassian ecosystem, that is exactly what Compass was built for and it does it well. FeatureFactory is not a full internal developer portal. We focus on engineering intelligence and AI measurement: line-level authorship, quality scoring and the plan-build-measure loop.

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