Scorecard / demos

AI agent demo scorecard

A scorecard for evaluating AI agent demos with real scenarios, tool use, failure handling, proof, handoff, and business outcomes. Built for buyers comparing AI voice agents, workflow agents, and coding agents.

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Template sections

Use this as a working document.

Demo scenario

  • Use your real workflow
  • Include messy user input
  • Include missing information
  • Include an urgent case
  • Include a tool failure

Scoring

  • Response quality
  • Correct next action
  • Escalation judgment
  • Proof generated
  • Human review experience

Decision

  • Does it solve the real bottleneck?
  • Can staff trust the output?
  • Can the workflow be audited?
  • Can the vendor support launch?
  • Is ROI measurable in weeks?
Copy-ready outline
Demo scenario
- [ ] Use your real workflow
- [ ] Include messy user input
- [ ] Include missing information
- [ ] Include an urgent case
- [ ] Include a tool failure

Scoring
- [ ] Response quality
- [ ] Correct next action
- [ ] Escalation judgment
- [ ] Proof generated
- [ ] Human review experience

Decision
- [ ] Does it solve the real bottleneck?
- [ ] Can staff trust the output?
- [ ] Can the workflow be audited?
- [ ] Can the vendor support launch?
- [ ] Is ROI measurable in weeks?
Next step

Turn the template into an agent workflow.

Hyper can turn this checklist into an inspectable agent workflow with instructions, tool calls, review states, transcripts, recordings when voice is involved, and operator-visible proof.

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