Our support agent now solves most tickets without a human

Pinecone reports that after deploying Nexus artifacts in mid-July 2026, its support agent improved its autonomous ticket resolution rate from 24.6% in Q2 to 55.1% in an early sample of 49 assigned tickets, while 77.6% of tickets were either fully resolved or investigated sufficiently for efficient human escalation. Nexus artifacts compile operational knowledge that support engineers typically hold informally, including relevant data sources, join logic, freshness limitations, diagnostic procedures, and common pitfalls, allowing the agent to access account-specific context such as plans, usage, errors, and recent changes. The company says this enables the agent to ask customers only for information unavailable in internal systems, avoid inaccurate answers based on incomplete data, and escalate cases involving customer requests for human help or decisions outside its authority, such as refunds or limit overrides. In the comparison, assignment increased from 76.5% to 94.2% and first-response assistance from 60.5% to 87.8%, though Pinecone notes that the Nexus results cover a small July-to-August window and characterizes them as early findings.

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