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R&D Workforce

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.

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5 architect seats included Cancel any time before day 14 Password stored as pbkdf2

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, no credit card. Independent product from Kbot — a Workforce customer never needs to see or use Kbot.

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