Tools • Focus Areas • Production Diagnostics

Artifacts & Controls

Diagnostic tools and service focus areas for production systems. Tools help you see the problem; OptyxStack services help you fix it.

Tools

Production diagnostic tools for performance, API reliability, and AI. Each surfaces bottlenecks with minimal setup.

Performance Tools

P95/P99 latency, bottleneck analysis, regression tracking.

Examples: Latency Budget Calculator, Retry/Timeout Tuner, RAG Quality Checker, Eval Harness Starter Kit…
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API Tools

Latency analysis, retry/timeout tuner, SLO builder.

Examples: Latency Budget Calculator, Retry/Timeout Tuner, RAG Quality Checker, Eval Harness Starter Kit…
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AI Tools

RAG quality checker, hallucination scanner, LLM cost breakdown.

Examples: Latency Budget Calculator, Retry/Timeout Tuner, RAG Quality Checker, Eval Harness Starter Kit…

Tools help you see the problem. OptyxStack services help you fix it.

Focus areas

The operating surfaces we work on most often in client environments. This is meant to clarify scope, not imply third-party certification.

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RAG · Evals · Observability

AI Diagnostics

Groundedness, retrieval quality, evaluation design, failure analysis.

TTFT · P95 · Cost

Performance & Latency

Response-time tails, throughput, bottleneck analysis, inference efficiency.

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Serving · Tools · Reliability

API & Serving

LLM serving, tool calls, retries, timeouts, and change safety.

Honest scope beats invented badges. Use these focus areas to decide if the engagement fits your system.

If tools show a serious issue, don't guess.

Request an Audit. Measurable outcomes. Production-first.