Performance Review Draft Generator

How the agent runs it

Manager fills brief notes on employee strengths, growth areas, and goals. Agent generates structured review narrative with specific examples, development suggestions, and rating justification. Manager edits final version.

Who this is for

This is ideal for former HR operations professionals, talent management consultants, or SaaS developers who understand performance management workflows and have relationships with mid-market companies. You need basic familiarity with HR software integrations and API work, plus the ability to talk credibly with HR leaders about their pain points during review cycles—a recurring, high-stress period every 6–12 months.

Market opportunity

Annual performance reviews affect 100+ million workers globally, yet 60% of managers report review writing as their most time-consuming HR task. With AI adoption accelerating in HR tech and companies standardizing remote feedback collection, demand for tools that speed up review drafting is peaking. The market is ripe because most HR platforms (Lattice, Workday) lack native AI-assisted writing, creating a gap for a focused, low-cost overlay.

Tech stack

Monetization

$15–50/mo per manager or $500–2K/mo flat fee for HR teams during review cycles.

Key risks

• → Bias in AI-generated reviews — requires human editing
• → HR policy compliance varies by company

Getting started

1. 1
   Interview 10 HR managers about review pain

   Schedule calls with managers at 5–50 person companies to understand how they currently draft reviews, what feedback sources they use, and what would genuinely save them time. This validates demand and uncovers which integrations (Lattice vs. Workday vs. Google Forms) matter most to your initial market.
2. 2
   Build a working prototype in 3 days

   Create a simple form that accepts manager notes and 360 feedback text, call Claude API to generate a draft review narrative, and return formatted output. This doesn't need integrations yet—proof that the AI step works well is more important than polish.
3. 3
   Test with 3–5 volunteer managers

   Get early users to fill out your form during their next review cycle, generate drafts, and collect feedback on tone, specificity, and edit time saved. Their edits and reactions will show if the AI output is actually useful or just a toy.
4. 4
   Add Lattice or Workday integration

   Once you've validated core value, connect to one major HR platform so managers can pull employee data and 360 feedback directly into your app. This removes friction and makes the product feel native to their existing workflow.
5. 5
   Launch pricing and Stripe checkout

   Set up per-manager tiering ($15/mo for solo users, $500–2K/mo for HR teams) and add a Stripe payment gateway so you can start collecting revenue immediately. Start with monthly billing to reduce friction; annual discounts can come later as retention proves the model.

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Performance Review Draft Generator
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