ParseRail
Paid
Teams needing reliable document AI APIs
PromptUnit is a proxy that sits in front of existing AI SDK calls and reroutes traffic to cheaper models.
20% of verified savings · Free tier: Unlimited API calls proxied. Free observation mode indefinitely. No card needed. Cancel anytime. · Checked Jun 11, 2026
It observes live traffic for fourteen days, builds a quality model, then begins swapping requests to lower-cost equivalents while keeping output fidelity within defined bounds. The service charges only a share of the savings it produces rather than a fixed subscription. Because it works through standard SDK endpoints, teams avoid any application changes yet still receive per-model cost breakdowns in real time. The unavoidable cost is a measured median latency increase of 41 ms plus the initial two-week wait before any routing activates.
Bottom line: _Choose it when monthly AI spend exceeds a few thousand dollars and 50 ms extra latency is acceptable; avoid it when response time is the binding constraint._
Monitor traffic and show exact savings before any charge. No automatic billing. Only charge after verified savings.
20% of verified savings. Calculated as 20% of the difference between baseline spend (without PromptUnit) and actual spend through PromptUnit. If difference is zero, bill is zero.
View full pricing on promptunit.ai →
Pricing may have changed since last verified. Check the official site for current plans.
Find your fit
More options in Model Hosting APIs. Compare pricing, platforms, and features side by side.
Paid
Teams needing reliable document AI APIs
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PromptUnit is a proxy that sits in front of existing AI SDK calls and reroutes traffic to cheaper models.
It observes live traffic for fourteen days, builds a quality model, then begins swapping requests to lower-cost equivalents while keeping output fidelity within defined bounds. The service charges only a share of the savings it produces rather than a fixed subscription. Because it works through standard SDK endpoints, teams avoid any application changes yet still receive per-model cost breakdowns in real time. The unavoidable cost is a measured median latency increase of 41 ms plus the initial two-week wait before any routing activates.
_Choose it when monthly AI spend exceeds a few thousand dollars and 50 ms extra latency is acceptable; avoid it when response time is the binding constraint._
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