Proof of concept for evidence-based talent retrieval
Use Cases
The value of the system is not that it has endpoints. The value is that a manager or partner can ask a grounded question and get back a bounded, evidence-backed answer.
Role-based workflows
These examples are deliberately written as normal requests to an LLM client. They are meant to show the kinds of management and people-operations workflows the current proof of concept enables across one-on-ones, recognition, and formal review cycles.
Manager
Useful for recurring team management, coaching, review preparation, recognition awareness, and stitching recent conversation history to formal review evidence.
Summarize the recurring themes in my team’s 1:1s over the last 90 days. Organize by person, then call out patterns across the team.
For each non-manager on my team, give me a concise briefing for next week’s 1:1 using recent notes, recognitions, and anything important from mid-year or annual reviews.
Show me where recognition trends and 1:1 themes align or diverge for my reports this quarter.
Draft a review-prep outline for each direct report using mid-year feedback, annual review evidence, and the last three months of 1:1s.
Tell me which people on my team have strong review evidence but weak recent 1:1 documentation, and which have the opposite.
Delivery Leader
Useful for spotting patterns across managers, calibrating narrative quality, and identifying uneven documentation, recognition patterns, or emerging organizational risk.
Across all managers in my reporting chain, summarize the dominant themes from the last quarter’s 1:1s and recognitions.
Compare the annual review themes across my managers’ teams and highlight where the narratives are strong, weak, or inconsistent.
Show me people with repeated blocker themes in 1:1s but limited recognition or weak review evidence.
Give me a manager-by-manager digest of what their teams appear to need most right now based on documented evidence.
Show me where recent recognition and annual review language reinforce each other, and where they tell different stories.
Delivery Director
Useful for connecting people signals with execution patterns without pretending talent data alone explains delivery outcomes.
Summarize cross-team delivery and coordination themes from 1:1s over the last 90 days, grouped by manager.
Find recurring mentions of planning churn, unclear ownership, technical debt, or stakeholder friction across the organization.
Compare recognition themes against 1:1 themes to show where execution impact is being noticed publicly versus only discussed privately.
Give me a briefing on systemic issues that show up across multiple teams rather than isolated employee concerns.
Pull the latest annual and mid-year review themes for teams with repeated delivery friction and show whether the formal reviews reinforce those same issues.
HR / People Ops
Useful for coverage, process quality, calibration support, recognition patterns, and spotting where documentation practices may need intervention.
Show review coverage for the latest annual cycle by manager, including gaps and where current scope differs from the review cohort.
Identify teams with a high share of blank or sparse 1:1 notes over the last quarter.
Summarize recognition patterns over the last year by recipient and badge, limited to the reporting chain.
Compare how managers are documenting strengths, concerns, and growth areas in the annual review cycle.
Show where recognition is strong but formal review documentation is thin, and where review documentation is dense but recognition is absent.
What the system is actually doing
Identify the relevant manager, person, cycle, or time window before searching broadly.
Use team, person, review, recognition, and coverage digests first to stay concise and targeted.
Only fetch full documents when the answer depends on exact wording, ratings, or detailed narrative evidence.