Integrating grounded data into Halworth's internal tools and customer-facing AI features, calling the grounding API directly rather than through a conversational interface.
Specifies exact entities and fields against the canonical schema — `opportunity.stage`, `ticket.sla_breach_count` — and expects deterministic, typed responses. Treats a natural-language fallback as a debugging aid, not the primary interface.
Schema drift when a connected system's fields change without notice, silently breaking a mapping he depends on; ambiguity in how partial failures (one of four systems timing out) are surfaced back to his code.
Latency and reliability of grounded API responses; how rarely a schema change breaks something in production without warning.