Same product. Different story for every role.
Every persona below has a different pain — but the same root cause: their AI tools don't know the organization's slow-moving truths. Click any card to see the full story.
Engineering managers and senior engineers enforcing team standards at AI scale.
Stop being your team's human linter.
Same review comments, every sprint, every PR
You wrote the standards. Now make the AI follow them.
PR after PR — same error handling violation, all AI-generated
CTOs and CISOs governing AI-generated code in regulated environments.
AI-generated code is your newest compliance risk.
Auditors flagged AI-generated code patterns that violate SOC 2 / HIPAA / PCI controls
Shift security left — into the AI prompt.
SAST scans show increasing vulnerabilities in AI-generated code
Product managers and program leads grounding AI work in organizational reality.
Write PRDs that already know how your company builds.
You write a PRD with AI, then engineering sends it back — 'that's not how our auth works'
Plan programs that respect what's actually true about your org.
You discover key dependencies late because nobody captured them upfront
Content and support leaders ensuring AI outputs follow organizational standards.
Your brand voice disappears the moment someone opens ChatGPT.
Writers use AI for drafts — output sounds like every other company on the internet
Your AI support bot just made up a refund policy.
AI bot gave a customer incorrect refund policy — escalation required