Use casesMoney

Procurement and tender analysis

Public-sector work needs offline reproducibility and no vendor lock-in. One binary, no runtime, deterministic replay.

The problem

Tender evaluation combines tabular pricing, compliance checklists, and narrative responses. Public buyers must show how a score was derived, often years later, on hardware they control. Cloud-only tools with opaque model versions fail procurement.

Why Ecko

Single static binary
Ship one file to air-gapped evaluators. No Python version pin, no container base image to patch, no "works on my laptop" dependency graph.
Mock mode in CI
Scoring logic tests against deterministic fixtures. The same program runs in production with a real key - the algorithm is unchanged, only the model backend.
Vendored packages
Dependencies live in your repo, pinned by hash in ecko.sum. Reproducing a 2024 evaluation in 2027 is a git checkout, not an archaeology project.

In practice

tender.ecko
# CI: no API key, deterministic scores
# prod: ECKO_API_KEY set, same source file

fn score(response: str) -> int {
  ai "Rate compliance 0-100" from response
}

Further reading

Try it on your workload.