AI agents need a thoughtful human in the loop.

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Pairgap / AI agent operations + quality

The need

AI agents supporting different business functions needed clear instructions, useful outputs, and a review process.

Mercy’s contribution

  • Translated business needs into scopes of work, briefs, examples, and test scenarios for AI builders.
  • Reviewed Jessica’s CRM and event use cases, alongside work on Scout, Sage, and Pilar.
  • Tested response quality, file delivery, data accuracy, brand alignment, and community behavior.
  • Tracked issues, feedback, dependencies, and next steps across review sessions.
  • Coordinated technical and operational stakeholders so the agents’ behavior matched the intended workflow.

What the work delivered

A practical human-review layer around AI agent development, with documented feedback and clearer acceptance criteria across iterations.

Tools and methods: ChatGPT, Claude, Grok, Airtable, Agent testing.