Case Study · SaaS · Agile Tools
Story Scorer
AI-powered quality scoring for user stories that actually ship.

The challenge
Product teams waste hours in backlog grooming catching poorly-written user stories. Acceptance criteria with vague language, passive voice, or missing INVEST criteria slip through and cause downstream rework — sometimes all the way into production before anyone notices.
The approach
Story Scorer uses AI to analyze user stories against the INVEST framework in real time. It checks for independence, negotiability, value, estimability, size, and testability — flagging ambiguous language and suggesting specific rewrites. Jira and Azure DevOps integrations mean adoption is frictionless; teams don't have to change how they work.
Screens



Outcomes
<3s
INVEST analysis per story
2
native integrations at launch
200+
active users in first month