See exactly how many tokens
you stop wasting.
you stop wasting.
—Reduction
—Tokens saved
—Time
This demo runs entirely in your browser — no data is sent anywhere.
Stage 2 uses TF-IDF cosine similarity (runs in your browser, no server needed).
The real Python library uses
all-MiniLM-L6-v2 neural embeddings,
which detects ~3× more semantic duplicates and achieves 40–75% reduction.
Browser results are conservative — install the library for full compression.
Query
Try a sample:
Input — paste any text
0 tokens
Optimized output
—
Run optimization to see output here.