Entropy Cleaner
Reduce semantic drift. Keep intent.
Deterministic structured output

Turn messy text into clean structure.

Entropy Cleaner removes redundancy, circular reasoning, and drift—without rewriting your voice into marketing fluff. You get a structured hierarchy plus the content that was removed, so nothing is hidden.

No stylistic rewriting
No advice or commentary
JSON contract enforced server-side
Example
Output preview
STRUCTURED OUTPUT
• Core objective: reduce drift and compress meaning.
– Keep intent, remove redundancy.
– Output must be structured and deterministic.
REMOVED CONTENT
• repeated explanation of the same point
• filler and circular phrasing
This is representative formatting. Your app always enforces valid JSON with only two keys: structured_output and removed_content.

How it works

A simple flow built for clarity and repeatability.

1) Paste text
Drop in raw drafts, notes, emails, messy thinking, or long explanations.
2) Choose intensity
Light preserves phrasing. Standard balances structure. Aggressive compresses to essentials.
3) Get structure + removals
You receive a hierarchy of assertions plus what was removed—no hidden edits.

Usage is metered (credits)

Each successful run consumes one credit. Credits are purchased after sign-in so they attach to your account and can be enforced server-side.

What a credit means
1 credit = 1 successful entropy reduction run. Credits do not decrement on failed runs or contract violations.
Transparent enforcement
If credits are exhausted, the API returns a clear error and the UI shows it. No silent failures.