Evidence · first-party tested

Presents the unpaid-order follow-up as a compact 3-row summary with explicit unpaid_order_count, unpaid_order_spend, and most_recent_unpaid_order fields.

✓ 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
The observation

Presents the unpaid-order follow-up as a compact 3-row summary with explicit unpaid_order_count, unpaid_order_spend, and most_recent_unpaid_order fields.

Criterion: Result Readability · 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
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com