AI Product Specialist

+Resilient escalation routing

+Low token overhead across suite

−Edge-case coverage not stress-tested at scale

+Grounded multi-source retrieval

+CRM-aware context extraction

−Hallucination on open-ended memory queries (Trace 7723-B)

−Low-signal fallback not disclosed

+Consistent escalation logic across agents

+Audit trail discipline

−No load testing evidence — scale behavior unknown

−Monitoring config is minimal for production-adjacent use

+Fast prototype delivery

+Correct scope and boundary handling

−Zero evaluation rigor across both submissions

−Multi-hop retrieval ceiling confirmed (Trace 4403-B)

+Awareness of workflow automation use cases

−No production deployments across either submission

−Candidate screening agent has no bias or accuracy testing