Evidence · first-party tested

When the phrase 'best customers' could mean both highest order count and highest spend, the tool does not clarify the definition; instead it silently chooses total spend as the only ranking basis.

✗ Failed🧾 artifact-verifiedDefinite
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
The observation

When the phrase 'best customers' could mean both highest order count and highest spend, the tool does not clarify the definition; instead it silently chooses total spend as the only ranking basis.

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