AI Use Case Intake

Turns an AI/ML feature proposal into an attorney-ready intake record with a risk tier.

Tested · Works

Test report

Verdict
Tested · Works
Score
9.6/10
Tested
Jul 16, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 1f3f5db

Ran the same fully-specified AI-hiring-tool scenario through a no-skill baseline and the skill: the baseline confidently asserted 'NYC Local Law 144 ... almost certainly applies and the company is not currently compliant' with no verification, exactly the kind of unearned legal conclusion the skill is built to prevent; the skill output instead produced a structured, routable intake table with [CONFIRM]/[verify jurisdiction] placeholders and a clear attorney-escalation flag, no false-confidence claims.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 9/10
  • Docs & honesty 5/5

What AI Use Case Intake does

Legal-ops skill that walks through a proposed or changed AI/ML use case (model, data, outputs, affected persons, markets, vendors) and produces a structured intake record, a Low/Medium/High triage signal, and routing recommendations to specialist reviews (vendor terms, model risk, privacy). Triggers when a team needs legal/compliance/governance sign-off on a new or modified AI feature; explicitly defers to sibling skills for vendor-contract review or deep model-risk analysis.

How to install AI Use Case Intake

git clone https://github.com/zgbrenner/agentcounsel
mkdir -p ~/.claude/skills
cp -r agentcounsel/skills/ai-governance/ai-use-case-intake ~/.claude/skills/ai-use-case-intake

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger AI Use Case Intake

  • /ai-use-case-intake Turns an AI/ML feature proposal into an attorney-ready intake record with a risk tier.

It also activates on plain-language prompts like these:

  • We're deploying an AI resume screener, get this ready for legal review
  • Triage this new AI feature's risk level before we ship it company-wide
  • Create an intake record for this ML use case so legal can sign off on it

Frequently asked questions

Is the AI Use Case Intake skill free?
Yes. The skill itself is free from zgbrenner/agentcounsel. SkillProof publishes the install command and an independent test verdict at no cost.
Does AI Use Case Intake work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Ran the same fully-specified AI-hiring-tool scenario through a no-skill baseline and the skill: the baseline confidently asserted 'NYC Local Law 144 ... almost certainly applies and the company is not currently compliant' with no verification, exactly the kind of unearned legal conclusion the skill is built to prevent; the skill output instead produced a structured, routable intake table with [CONFIRM]/[verify jurisdiction] placeholders and a clear attorney-escalation flag, no false-confidence claims.
What is the AI Use Case Intake SkillProof Score?
9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
How do I install AI Use Case Intake?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use AI Use Case Intake with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.