Evidence · first-party tested

It retained the top-customer context across two follow-ups, using the same top 3 to identify 1 unpaid order for Rahul Sharma and then to map payment methods for Deepak Kulkarni, Rahul Sharma, and Sneha Mehta.

✓ WorkedDefinite
Input — the actual file we sent
Best customers with top-3 unpaid orders and payment method follow-ups
A conversational multi-table customer analysis that ranks best customers by order volume and spend, then drills into unpaid orders and usual payment methods for the top 3, testing context retention across follow-ups.
Output — unretouched
tool output
Output — unretouched
tool output
The observation

It retained the top-customer context across two follow-ups, using the same top 3 to identify 1 unpaid order for Rahul Sharma and then to map payment methods for Deepak Kulkarni, Rahul Sharma, and Sneha Mehta.

Criterion: Follow-Up Context · Scenario: Best customers with top-3 unpaid orders and payment method follow-ups (group: live-database-nl2sql)
Query this
get_evidence({
  tool: "definite",
  scenario: "live-database-nl2sql"
})
MCP · mcp.aidemos.com/api/mcp
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Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com