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PROJECT BRIEF / 05

Useful AI. Deliberate controls.

Consent-aware campaign application

Application2026Public repository
  • Next.js
  • OpenAI
  • Human review

The context

Applying AI to a business workflow means accounting for consent and operator control, not just generating a message. This independent application explores those concerns in restaurant outreach.

The approach

  • Combine lead review, customer imports, and campaign preparation in one application.
  • Offer optional OpenAI-assisted subject-line and copy generation.
  • Include preview, dry-run, opt-in checks, unsubscribe handling, and message logs.
  • Make manual lead validation part of the workflow.

The leadership connection

A product-oriented view of AI adoption that connects usefulness with deliberate human control and operational safeguards.

What to look at

Follow the user journey

Explore review, campaign preparation, and dry-run workflows.

Inspect the controls

Review opt-in checks, opt-out handling, and logging before connecting real providers.

Validate for your use case

Assess applicable marketing rules, permissions, security, and consent requirements separately.

Continue exploring

An open-model starting point

Next project: Falcon + LangChain + Chainlit