How It Works Safe Testing FAQ

Your AI works great.
It just costs too much.

How it works
Current model
ChatGPT
GPT-4o $10.00 / 1M tokens
Selected
Claude
Claude Opus 4.7 $25.00 / 1M tokens
Gemini
Gemini 3.1 Pro $12.00 / 1M tokens
Custom Arithmo models
Support Tuned for support replies
94% Accuracy −82% Token Spend
Classify Intent + routing
97% Accuracy −91% Token Spend
Summarize Thread + ticket summaries
96% Accuracy −87% Token Spend
Extract Fields from free text
95% Accuracy −74% Token Spend
Onboarding

From a high bill to a good deal. In 4 steps.

Step 01 · Trace

We learn from your real data.

A lightweight proxy slips in next to your existing API calls. No code rewrites, no drama — we just learn what your model actually does in production.

Step 02 · Train

We tailor an agent to your workload.

Using your traces, we fine-tune a smaller model distilled to your exact needs — then benchmark it side-by-side against the original until the numbers say yes.

Step 03 · Test

Take it for a test drive.

Run the new agent against real prompts in an isolated environment. We iterate until it's measurably faster, more accurate, and cheaper than what you have today.

Step 04 · Deploy

Go live, stay tuned.

One config change and you're live. Continuous learning keeps the model sharp as your traffic shifts — and the savings compound month after month.

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FAQ

Common questions

What does Arithmo actually do?
You're paying every time your AI answers a question. Arithmo does it for less.

Same product feel.
Smaller AI bill.

No spam. No cold calls. Just a heads-up when you're in.