ModelRefs / Conversation Quality Audit — Architecture Blueprint
Conversation Quality Audit — Architecture Blueprint
Production architecture blueprint for Conversation Quality Audit: components, deployment patterns, cost & latency optimization, security, observability, and the production launch checklist.
Overview
Score every support conversation against your quality rubric with citations to the moments that drove the score. Conversation Quality Audit is a provisional implementation reference with candidate models, providers, tools, benchmarks and deployment patterns to validate on the target workload. Optimised for high-volume, low-latency support environments with escalation routing, SLA tracking, and CSAT instrumentation. The edge-runtime deployment pattern keeps response latency under 800 ms for tier-1 interactions. All conversations are logged with intent classification for QA and model improvement pipelines.
Implementation profile
| Category | llms |
|---|---|
| Implementation maturity | production |
| Evidence status | incomplete |
| Primary use cases | reasoning, summarization |
| Deployment options | managed-api, hybrid |
| Architectures | serverless-api, managed-container, edge-runtime |
Candidate models with published references
- BGE-M3
- GPT-5
- GPT-5 Mini
- Claude Opus 4
- Llama 4 Scout
- DeepSeek R1
- Mistral Large 2
- Command R+
- o3
- o4 Mini
- Text Embedding 3 Large
- Claude Sonnet 4
Coverage means the model is a candidate worth evaluating for this workflow, not a ranking or a recommendation. Models whose reference pages are still in review are omitted.
Benchmarks relevant to this workflow
miracl, mkqa, mldr, swe-bench, aider-polyglot, gpqa, aime-2025, tau-bench, browsecomp-long-context, longfact-concepts, terminal-bench, mmmu, mmlu-pro, livecodebench.
Relevance is a coverage signal from the canonical registry. Each benchmark only describes its own protocol and date, so confirm the harness matches your workload before treating a score as evidence.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Conversation Quality Audit — Architecture Blueprint.