Case Study · SaaS · Agile Tools

Story Scorer

AI-powered quality scoring for user stories that actually ship.

Story Scorer hero
Year2024
ServicesProduct Design · Full-Stack Development · AI Integration
StackNext.js · OpenAI API · Jira API · Azure DevOps API · Vercel

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
Story Scorer screen 1
Story Scorer screen 2
Story Scorer screen 3
Outcomes
<3s
INVEST analysis per story
2
native integrations at launch
200+
active users in first month
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