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Onboarding Agent

max +6 bonus

Automate customer data upload and mapping during onboarding. Drop data — any format — and the agent auto-maps fields, validates cross-references, and surfaces gaps before a human has to touch it. Scope includes intake schema, rules, data fields, pricebooks, Adaptive default templates, categories, suppliers, POs, golden dataset generation, system pre-flight check, and customer-shareable reports or interfaces for feedback.

Scope: Intake schema, rules, data fields, price books, Adaptive default templates, categories, suppliers, POs, golden dataset generation, system pre-flight check, and customer-facing reports or feedback interfaces.

North Star Metric

Time-to-first-Adaptive-RFx — minutes from account creation to a team's first sent RFQ. Baseline from real customer data.

Bonus Criteria (+6 pts)

+2

Auto-mapping accuracy on real customer data

Drop a real or anonymized customer data file — agent maps it to FM schema. Show field-level accuracy. ≥90% required.

Verified by: Field mapping output vs ground truth shown during demo

+2

Cross-validation with meaningful error output

Agent validates data across entities and surfaces specific conflicts with actionable resolution suggestions.

Verified by: Test with seeded conflict in data — judge evaluates output quality

+1

Non-engineer can run it without help

CS rep successfully onboards a test account during demo with zero eng support.

Verified by: CS person does it live

+1

Customer-facing report or interface

Onboarding progress visible in the app. Optional: customer page for feedback.

Verified by: Live during demo

Suggested Evals

File drop accuracy eval
Rules creation accuracy eval
Event-from-template creation eval
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