AI for performance reviews removes the blank-page problem that makes review writing so time-consuming. The hiring package route on aidowith.me includes 13 steps that cover review template design, calibration frameworks, AI-assisted draft generation, and feedback language guidance. You build reusable templates for 3 review types: annual, mid-year, and project-based. AI generates a first draft for each direct report in under 10 minutes based on the structured inputs you provide. Most managers finish the full route in 90 minutes. aidowith.me routes produce outputs you review and personalize, not outputs you send as-is. Over 400 managers have used this route during review cycles. The most common outcome: reviews that are more specific and balanced than what managers write under deadline pressure, because AI structures the feedback before the manager shapes the tone.
Last updated: April 2026
The Problem and the Fix
Without a route
- Performance reviews take 4-6 hours per direct report when written from scratch. A manager with 6 reports spends 30+ hours on review writing per cycle.
- Review quality drops under deadline pressure. Reviews written in the last 2 days before the deadline are 40% more likely to focus on recent events rather than the full review period.
- Feedback language is inconsistent across a team. Some reviews are specific and actionable. Others are vague and generic. Both go into the same HR system with equal weight.
With aidowith.me
- 13 steps that produce 3 reusable review templates: annual, mid-year, and project-based, each calibrated to your company's review format.
- AI-assisted draft generation that takes structured inputs about a direct report's performance and produces a first draft in under 10 minutes.
- A feedback language guide that ensures specificity: each section of the review includes at least 1 concrete example and 1 measurable outcome.
Who Builds This With AI
HR & People Ops
Job descriptions, interview kits, onboarding docs built fast.
Managers & Leads
Reports, presentations, and team comms handled faster.
Founders
Move fast on pitches, pages, research. AI as your first hire.
How It Works
Build your review templates
AI generates 3 review templates based on your company's review format and evaluation criteria. Each template includes section headers, scoring rubrics, and example language.
Structure your inputs for each direct report
Fill out a structured input form for each report: key achievements (3-5 with metrics), development areas (2-3 specific), and growth trajectory. Takes 10-15 minutes per person.
Generate and refine AI-assisted drafts
AI produces a full review draft from your inputs. You review for tone, add personal context, and adjust specific examples. Reduces review writing from 60 minutes to 20 minutes per report.
Write Performance Reviews With AI
Join aidowith.me and follow 13 steps to build review templates and AI-assisted drafts. Cut review season from days to hours.
Start This Route →What You Walk Away With
Build your review templates
Structure your inputs for each direct report
Generate and refine AI-assisted drafts
A feedback language guide that ensures specificity: each section of the review includes at least 1 concrete example and 1 measurable outcome.
"I wrote reviews for 7 direct reports in 4 hours instead of 3 days. Every review was more specific than anything I'd written before because the input form forced me to document achievements before writing."- Engineering Manager, product company (120 employees)
Questions
The route uses a structured input process before any AI drafting happens. You document 3-5 specific achievements with metrics, 2-3 development areas with examples, and a growth trajectory assessment for each direct report. AI uses those specific inputs to generate a draft that references real events and numbers. The output is specific because the input is specific. Generic reviews come from generic inputs, not from AI assistance.
Yes, with appropriate boundaries. AI helps you draft and structure feedback based on inputs you provide. You review, adjust, and sign off on every word before it reaches HR or your direct report. The route includes a personalization checklist to ensure you've added your own voice and context before finalizing. Think of AI as a writing aid, not a judgment tool. The performance assessment is still yours.
Annual reviews, mid-year check-ins, and project-based reviews are the 3 formats this route builds templates for. The input structure and AI prompts adapt to each format. If your company uses a specific competency framework or rating scale, you can configure those into the templates during setup. The route works alongside any HR platform: Workday, BambooHR, Lattice, or custom forms.