LLM CONTEXT OPTIMIZATION

Noise leaves.
Meaning stays.

MDReduce cleans your files and screenshots before they reach the AI. You pay for the information, not for headers, HTML and wasted pixels.

I want this →See an example
screenshot.png✓ cleaned
status bar · time · battery · signal
Quarterly report — Q3 2026
<div class="header" style="padding:12px">
Revenue: €1,240,000 · +12% vs Q2
CONFIDENTIAL — Page 1/4 — does not constitute…
Gross margin: 34% (stable)
Registered office · Company no. … · Share capital €…
1,5151,515 tokens
-73%
PDF · 4 pages (text document)
4,8673,754
-23%, just by stripping repeated boilerplate
Screenshot (PNG)
1,515407
3.7× less, and switches to a text model
// measured on real files, not estimated

Three steps, zero friction

01
Drop it in
PDF, Word, Excel, screenshot, web page. One file or a whole batch.
02
We clean it
Headers, tags, repetition, pixels: the noise goes, the meaning stays.
03
Get it back
A clean .md, ready for the AI — with the token savings counted.

The beta is coming

MDReduce is being built. Tell us if the problem applies to you — that’s what decides what we build first.

No account, no email, no cookies. See the privacy policy.