Pilot & pricing

One flat fee per task. No per-token pricing, no usage meter, no subscription required, a local model that charged you per request would defeat the point.

Flat fee, per task
from $7,000fixed, agreed up front

Everything it takes to get one task from "we do this by hand / via a cloud API" to a small model running inside your network, done by a dedicated team of two engineers.

  • Two engineers assigned to your task end to end
  • Data collection, cleaning and preparation
  • Gold evaluation set built with your expert
  • Model training on your task
  • Verification against the agreed metric
  • Deployment as an offline container on your hardware
  • Weights, dataset and pipeline handed over, yours
  • Follow-up fine-tune one month after go-live, we collect the errors and edge cases production surfaced and retrain, included
Get a fixed quote
What moves the price
  • · Number of tasks (second task on the same data is cheaper)
  • · Data readiness, raw scans and OCR cost more than clean text
  • · Fully private build (Option B) vs standard
  • · Integration depth and on-site work

You get one number in the proposal. It doesn't change unless the scope does.

Optional, after hand-over
Care retainer

Drift monitoring, periodic retraining, base-model upgrades. Also flat, monthly, cancel any time, the model keeps working without us.

USD, excluding taxes. Russian-market engagements can be contracted via a local entity in rubles. Hardware is not included, most clients run it on a server they already have.

Compare with what you pay now

A back-of-envelope the sales team will happily do with you on a call.

Cloud frontier API

A document-processing workload of ~2,000 tokens per item at 300,000 items/month is ~600M tokens/month. At typical frontier input pricing plus output, that is on the order of $1,500-15,000 every month depending on model tier, and the price is not yours to set.

Purpose-built local model

Same workload on one server you own: electricity and amortized hardware, typically a few hundred dollars a month, flat, no matter how much volume grows. Payback on a production build is usually measured in months, and the compliance benefit arrives on day one.

Request a pilot

Tell us the task in a sentence. We'll reply within one business day with whether it's a fit, and a proposed metric.

  • → 30-minute scoping call
  • → Written pilot proposal with success criteria
  • → NDA first if you prefer, just say so

Or email 4rd@atknin.com

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