Evidence · first-party tested

The lead-qualification flow goes beyond chat by combining classification with downstream sales work: the output includes a follow-up email draft and a structured CRM note in addition to the qualification result.

✓ WorkedGumloop →
Output — unretouched
tool output
The observation

The lead-qualification flow goes beyond chat by combining classification with downstream sales work: the output includes a follow-up email draft and a structured CRM note in addition to the qualification result.

Criterion: Agent capability beyond chat · Scenario: Lead qualification for Sarah at RetailCo (group: lead-qualification)
Query this
get_evidence({
  tool: "gumloop",
  scenario: "lead-qualification"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, other tools
Pickaxe ✓ Worked
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com