---
title: "Corbenic AI: Less compute. Same answer."
description: Galahad installs on the GPU servers you already rent and makes the same hardware do multiples of the work. Every number measured, sha-256 verified.
---

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For companies running LLMs on their own servers

# Stop paying

# twice for the same answer.

Galahad spots when your model is about to redo work it already did and skips it. Same output, byte-for-byte. If you run your own model, Galahad saves you up to 98% on compute cost. 

[Check your savings](https://www.corbenic.ai/en/savings-check?hsLang=en) [See the benchmarks](https://www.corbenic.ai/en/#proof)

every number measured · sha-256 verified · works with the model you already run

galahad verify --exact

```
galahad reuse --model gemma-4-12b --ctx 64kmerlin  lookup ................. 1.4 µs  HITtaliesin graft ................. 0 tokens recomputedsha-256  a3f9c1..8e2d  expectedsha-256  a3f9c1..8e2d  actualbit-exact match — 0 divergent bytescost -60% · answer identical
```

NO HARM IN TRYING

## All our claims are proven, but test it yourself!

### Free scoping call

Wrong fit? We say so and part as friends.

### Measured pilot

We prove it on your own servers, with clear success criteria set upfront

### No lock-in

Your data never leaves your infrastructure. Cancel anytime.

## Your GPU bill, measurably smaller.

−80% Typical cut to your monthly server bill, on the hardware you already rent. Proven numbers

0 Generation tokens on work already proven. The answer returns byte-identical. 180/180 across nine problem families

8.8× Faster 64K-context loads, bit-exact. Verified across four model vendors. sha-256 · 25/25 byte-equal

−82% Cost per repeated query in RAG and agent loops. Break-even from the second query. measured · 5.5× faster

## Stop building bigger models. Build the layer below.

Per-server cluster licensing · pilots that measure before you commit

[Check your savings](https://www.corbenic.ai/savings-check?hsLang=en) [sales@corbenic.ai](mailto:sales@corbenic.ai)

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Product

- [Galahad](https://www.corbenic.ai/en/galahad)
- [Galahad GitHub](https://github.com/corbenicai/galahad)

Company

- [Corbenic AI](https://www.corbenic.ai/en/about)

Contact

[sales@corbenic.ai](mailto:sales@corbenic.ai)

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