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Intake Agent

max +6 bonus

Transforms unstructured input — files, emails, Slack/Teams messages, images, voice recordings — into a native compelling fully backed request.

North Star Metric

Request created in under 40 seconds with category predicted.

Bonus Criteria (+6 pts)

+2

Complex file → request

User uploads a complex file (PDF spec, Excel BOM, Word RFI, PPTX) — agent parses it and creates a fully populated request.

Verified by: Live test with a real file during demo

+2

Integrated with Slack / Teams

Buyer initiates and completes an intake entirely from Slack or Teams.

Verified by: Live Slack → FM request flow shown during demo

+1

Missing field detection + smart questions

Detects incomplete intakes and asks a targeted, context-aware question.

Verified by: Test with intentionally incomplete input during demo

+1

Handles multi-line item requests

Single intake with multiple commodities correctly split and classified.

Verified by: Test with a bundled request live

Suggested Evals

Golden dataset: intake starters mapped to request objects
Golden dataset: Slack messages parsed and converted to created requests
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