Automotive Warranty Triage LLM Cost Model: 2400 TPS SLA

Frequently Asked Questions

01.What does a production LLM warranty-triage pipeline cost to build for an automaker?

Most mid-size OEM or Tier-1 supplier deployments range from USD 220,000 to USD 480,000 for the first production release, covering document ingestion, extraction and classification, fraud-flag logic, orchestration, and a security review. Ongoing monthly run cost typically lands between USD 11,000 and USD 46,000 depending on claim volume and attachment size.

02.Can a warranty operations team start with an MVP before committing to full production spend?

Yes. A scoped MVP that triages claims from a single dealer region against a fixed defect-code taxonomy typically runs 6 to 8 weeks and USD 55,000 to USD 95,000. It validates extraction accuracy and the throughput ceiling before the OEM commits to multi-region GPU capacity.

03.Why does a 2400 tokens per second throughput SLA matter for warranty triage specifically?

Warranty queues back up fast during a defect spike or recall event. A 2400 tokens per second aggregate throughput floor keeps claim-plus-attachment processing ahead of dealer submission volume so a safety-relevant pattern surfaces inside the reporting window instead of days later in a batch run.