Evidence · first-party tested
It accepted the business question but only ranked customers by total spend, surfacing a top-20 list with Deepak Kulkarni at $12,999, instead of balancing spend with order frequency as requested.
⚠ StruggledDefinite →
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.
The observation
It accepted the business question but only ranked customers by total spend, surfacing a top-20 list with Deepak Kulkarni at $12,999, instead of balancing spend with order frequency as requested.
Criterion: Plain English Query Handling · 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
Free with attribution.
Free with attribution.
Same input, other tools
Real outputs, no retouching · every cell queryable via API & MCP · aidemos.com