Optimize tests what your workload can stop downloading, then measures the saved profile with the same assertions. Savings depend on what your automation does.

A complete extraction example

Books to Scrape extraction, five matched local runs for each configuration:

Measurement Ordinary Mimic With Optimize
Encoded HTTP body bytes 284,591 5,276
Acquired responses 29 1
Median workload time 1.38 s 1.17 s
Browser CPU 1,469 ms 1,172 ms
Sampled peak RSS 185.4 MiB 153.3 MiB
Workload assertions 5/5 passed 5/5 passed

The workload extracts server-rendered product data. It needs the document; images and other page resources are not required by its assertions. This example shows what specialization can save, not a guarantee of comparable savings on a JavaScript-heavy site. Encoded body bytes are not physical wire traffic.

Dynamic pages and changing states

React documentation was validated across three article states. Each optimized state passed five final local runs. A previous separate live activation also passed. Default local replay of the dynamic page was uncovered, so there is no matched default-versus-optimized percentage to publish for that case.

A GitLab navigation profile passed local checks, but the next live document changed. Its guard selected normal Mimic and the trained acquisition savings were lost. Supabase final profile validation encountered an unrecorded telemetry request and did not install a profile. Several other dynamic scenarios failed required default interactions and were not treated as optimizer successes.

These are useful limits: passing one recorded state does not prove that a future site state is covered. Keep your assertions, check live results, and retrain when relevant page behavior changes.

See methodology, profile lifecycle, safety and the full technical research record.

The browser memory, CPU and throughput comparisons on the homepage use separate controlled Chrome 152 measurements. They are not the same workload as this network-acquisition example. The browser benchmark page records those measurements and their limitations.