Evidence · first-party tested

On the last follow-up, it switched back to the earlier delivered-vs-cancelled comparison frame instead of preserving the immediately previous pending-paid context.

⚠ Struggled🧾 artifact-verifiedQuerio
Output — unretouched
tool output
The observation

On the last follow-up, it switched back to the earlier delivered-vs-cancelled comparison frame instead of preserving the immediately previous pending-paid context.

Criterion: Follow-Up Context · Scenario: Order pipeline stages, delivered-vs-cancelled, pending-but-paid, and last-month comparison (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