Corbenic AI  ·  Merlin

Your AI reads too much.
We fix that.

Merlin quietly removes repeated text before it reaches your AI model. You pay for less. It answers just as well. Nothing else changes.
See How Much You Could Save

How It Works

Like a smart filter — for your AI.

Your AI gathers information before it answers. Sometimes the same information shows up twice — or ten times. Merlin removes it automatically, so the AI does less work and you pay less.

1
Your AI collects information
Before answering a question, your AI gathers relevant documents, earlier conversations, and data from your systems.
2
Merlin removes the repeats
Merlin spots duplicated text and removes it before the AI reads it. The AI gets a shorter, cleaner version of the same information — and answers just as well.

Why Teams Choose Merlin

Four reasons. No trade-offs.

📈
Lower bills
You pay your AI provider per word it reads. Merlin cuts that by up to 60%, with no loss in quality.
✅
Zero risk
Merlin never guesses or rewrites. It only removes exact duplicates — the answer your AI gives stays the same.
🔒
Nothing to rebuild
No new infrastructure. No changes to your existing AI setup. Plug Merlin in and it starts working.
📋
Audit-ready
Every operation is logged with a timestamp and unique signature — ready for compliance review, any time.

Tested. Verified. Published.

Real numbers. Real models.

Independent evaluation runs — not a demo. The same tests, run thousands of times, with published results.

GPT-4o — 10,000 test runs

48%
fewer words sent to the AI

Nearly half the words removed — with no change in the quality of answers. The AI answered just as well, every single time.
Claude 3 Opus — 8,000 test runs

61%
fewer words sent to the AI

Over half the words removed. Answers were within 0.4% of baseline quality — a difference that's impossible to notice in practice.

Ready to see your numbers?

Drop us a line. We'll show you exactly how much Merlin could save you — based on your own AI usage. No commitment.
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