Evidence · first-party tested

Handles an underspecified 'best customers' request by splitting it into separate order-frequency and spend rankings instead of silently choosing one definition.

✓ Worked🧾 artifact-verifiedQuerio →
Input — the actual file we sent
Best customers with unpaid-order and payment-method follow-ups
Conversational multi-table customer analysis with two follow-ups. Tests ranking by both order frequency and spend, then retaining the same top-3 customer context across unpaid-order and payment-method questions.
Output — unretouched
tool output
Output — unretouched
tool output
Output — unretouched
tool output
Output — unretouched
tool output
The observation

Handles an underspecified 'best customers' request by splitting it into separate order-frequency and spend rankings instead of silently choosing one definition.

Criterion: Ambiguity Handling · Scenario: Best customers with unpaid-order and payment-method follow-ups (group: live-database-business-questions)
Query this
get_evidence({
  tool: "querio",
  scenario: "live-database-business-questions"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, other tools
AskYourDatabase ✓ WorkedBasedash ◐ MixedDefinite ✗ Failed
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com