Boardroom Answers · Technology & Platform · Operational Excellence
Show me your p95 latency and your performance benchmarks under realistic load?
The question a Chief Technology Officer (CTO) asks.
The short answer
API read latency and error rate are measured from our own request logs. AI generation latency and availability are declared targets, not measurements, until the instrumentation lands; the platform itself refuses to blur that line.
The full executive answer
Here is exactly what is measured and what is not — and the distinction is built into the product itself. What is measured today: public API read latency and the server error rate, from a daily rollup of our own request logs, each against a stated objective — for example, 95% of API reads at or under 800 milliseconds. What is not yet measured: AI generation latency, which is the latency that dominates user experience in this product, and availability. The time each generation takes is not yet recorded, so we quote no AI-latency figure; availability needs an external probe, because nothing inside a system can observe its own downtime. Our reliability code flags both as targets, not measurements, and the product shows them that way.
Why this posture rather than a benchmark slide: we are pre-launch with no production traffic history, and synthetic benchmarks of an unloaded system are close to meaningless — Google's SRE discipline is that you set service-level objectives, instrument them, and manage to an error budget, rather than quoting lab numbers. The instrumentation groundwork is already in: OpenTelemetry spans around request handling and AI calls (exportable over OTLP once a collector is configured), Sentry for errors, and an SLO alerting job that runs on schedule.
The roadmap is: record the duration of every AI generation, add external synthetic probes on the critical user journeys, and turn the two remaining targets into measured SLOs with public error budgets — before we sign any latency or availability SLA. If a vendor ever shows you a clean p95 chart with no production traffic behind it, that is the number to distrust.
Grounded in: Google SRE — SLOs and error budgets
The natural next questions
Related governed answers
Want this answered live, on your data?