Evidence · first-party tested
When a request could mean two different ranking criteria, it surfaces both instead of guessing silently: one ranking by order count and one ranking by total spend.
✓ WorkedQuerio →
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
When a request could mean two different ranking criteria, it surfaces both instead of guessing silently: one ranking by order count and one ranking by total spend.
Criterion: Ambiguity Handling · Scenario: Best customers with top-3 unpaid orders and payment method follow-ups (group: live-database-nl2sql)
Query this
get_evidence({
tool: "querio",
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