AIP-C01 Web TestEngine demo

Route every request to the lowest-priced model and use longer prompts to compensate for any quality difference.

Measure token use, trim context, tune retrieval, route by complexity, and recheck quality.

Truncate every input to the same token count because shorter context cannot affect answers to simple requests.

Reduce only maximum output length because input context and repeated retrieval do not materially affect inference cost.