CAPACITY ENGINEERINGAI SRE

AI Load Testing

AI load tests reproduce realistic prompt sizes, outputs, concurrency and dependency behavior before production demand arrives.

WHY IT MATTERS

Synthetic 10-token prompts give misleading results for a real service dominated by long RAG contexts.

PRODUCTION EXAMPLE

The test mix includes short chats, long contexts, tool calls and peak concurrency instead of one uniform prompt.

SRE DECISION

Does the test distribution resemble production token and sequence distributions?

REMEMBERRealistic workload shape matters more than a giant headline RPS number.
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