The Problem

• • Managers spend 4+ hours per review compiling feedback from surveys, Slack messages, and one-on-one notes into a coherent narrative.
• • 360 feedback data sits scattered across survey tools. Aggregating cross-functional input is tedious and error-prone.
• • Unconscious bias creeps into reviews. Managers lack structured tools to surface and correct for recency or affinity bias.
• • Review deadlines are missed because drafting takes too long. Calibration sessions suffer from inconsistent review quality.

What This Blueprint Does

Sam, your AI Performance Analyst, collects and aggregates 360 feedback, generates structured draft reviews with evidence citations, runs automated bias detection, and delivers calibrated review drafts — producing data-driven reviews on time every cycle.

• → Collects and aggregates 360 feedback from survey platforms, performance metrics, and goal tracking systems automatically.
• → Generates structured draft reviews with clear themes, evidence citations, and growth recommendations.
• → Runs automated bias detection — flagging recency bias, lack of diversity in feedback sources, and inconsistent rating patterns.
• → Delivers calibrated review drafts to managers with side-by-side comparisons ready for final sign-off.

Workflow Architecture