Performance appraisal for senior architects on AI-accelerated engineering teams.
When engineering shifts from manual syntax authoring to AI-assisted orchestration, the old metrics stop meaning anything. The senior architect who writes zero code but prevents 100 hallucinations is your highest-leverage person — and old scorecards fire them.
What we don't measure
Commit countAn LLM writes 500 lines in a minute. Rewards raw AI-paste.
Line count / keystrokesBoilerplate the AI generated. Not signal.
Time in editorPresence-based. Ignores the architect who prevents 100 defects with zero code.
Raw PR countNow dominated by AI drafts. Meaningless without quality signal.
What we measure instead
Context & prompt infrastructure
Context Asset Coverage > 85%
Prompt-to-Architecture Reuse
System stability & quality gates
AI-Induced Defect Escape Rate < 5%
Architecture Drift Incidents
Team velocity & unblocking
PR Cycle Time Reduction
Rework Loop Ratio ≤ 1.5
Verification & security rigor
Test Density for LLM Output > 80%
Dependency Hallucination Catch Rate
Plus a four-tier competency rubric across Context Modeling, Guardrailing, Security & Hygiene, and Team Coaching — and a 5-point AI PR checklist that blocks merge on unchecked items.
Pricing
$59.99/mo for 5 architect seats · +$10/mo per additional seat · 14-day free trial. Independent product from Kbot — a Workforce customer never needs to see or use Kbot.