Evidence · first-party tested

The tool retains the same top-3 customer set across multiple follow-ups, first drilling into unpaid orders and then reusing that same trio for payment-method analysis without losing context.

✓ WorkedDraxlr
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

The tool retains the same top-3 customer set across multiple follow-ups, first drilling into unpaid orders and then reusing that same trio for payment-method analysis without losing context.

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: "draxlr",
  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