🏛️ Policy and Terms AI Monitor

February 06, 2026

By Ted Steinmann

I added policy-impact monitoring to our development workflow.

As ExpenseReports.app has grown, I realized legal docs can drift if product changes move faster than policy updates. This cycle, I put a monitoring workflow in place to catch policy-impacting changes earlier, during development and PR review.

🔍 Why I did this

I wanted to solve three problems:

  • Policy drift: features evolve, but Terms/Privacy text can lag.
  • Redundant review noise: legal checks were happening too often and inconsistently.
  • Vendor lock-in wording: policy process was too tied to specific providers (like Gmail/Drive) instead of a reusable integration model.

⚙️ What changed

⚙️ 1. A canonical legal-policy skill and checklist

I created a central workflow for policy maintenance under:

  • agents/skills/legal-policy-maintenance/SKILL.md
  • agents/skills/legal-policy-maintenance/references/policy-audit-checklist.md

This is now the source of truth for when and how legal updates happen.

⚙️ 2. Trigger-gated review cadence (to avoid over-reviewing)

I added a trigger gate so legal-policy review runs only when relevant, such as:

  • Changes to policies/privacy.md or policies/termsofservice.md
  • Release/blog updates describing new data handling
  • Code changes affecting integrations, OAuth scopes, token/storage behavior, import/sync flows, retention/deletion behavior, etc.

I also limit review frequency to once per PR iteration, with reruns only when new commits touch trigger areas.

⚙️ 3. Provider-agnostic policy framework

To keep this future-proof (Google today, Microsoft tomorrow), I added:

  • agents/skills/legal-policy-maintenance/references/privacy-policy-rubric.md
  • policies/integrations.inventory.yml

The rubric defines what every policy update must cover (data categories, purpose, storage boundaries, third-party roles, retention/deletion, user controls, security, change notice). The inventory keeps provider-specific details in one structured place instead of scattering them across policy prose.

⚙️ 4. Clear responsibility split between Codex and GitHub review

I clarified operating roles:

  • Codex: maintains canonical legal-policy process documentation.
  • GitHub PR review: runs policy-alignment checks when trigger conditions are met.

This keeps policy governance consistent without slowing normal development.

🎯 What this gives us

  • Faster detection of legal-impacting product changes
  • Less noisy legal review churn
  • Cleaner policy text (general framework + structured provider details)
  • Easier expansion to additional integrations/providers

⚠️ Important nuance

This is workflow-level monitoring, not autonomous legal enforcement. It improves consistency and signal at review time, but policy quality still depends on human judgment and periodic legal review where needed.

🚀 What's next

As I add new connectors, I'll update:

  • policies/integrations.inventory.yml (provider-specific details)
  • Policy text where behavior materially changes
  • Release/blog notes so users can see what changed and why

That keeps Terms/Privacy accurate without rewriting everything each time a new integration lands.

Categories: projects

Tags: product-management, integrations, systems