Proven savings across multiple use cases. Real test results: 78.6% on RAG, 52.3% on chat history, 42.7% on structured data.
Average Savings
47.1%
Total Annual Savings
$43,785
Use Cases
4
Enterprise knowledge base compression for RAG systems
Financial services company compressing 50-page compliance documentation
Original
1,600
Optimized
342
Saved
1,258
% Saved
78.6%
Annual
$11,191
Financial Services Compliance Guidelines Section 1: Anti-Money Laundering (AML) Requirements Financial institutions must implement comprehensive anti-money laundering programs that include customer due diligence, transaction monitoring, and suspicious activity reporting. All transactions exceeding $10,000 must be reported to the Financial Crimes Enforcement Network (FinCEN) within 15 business days...
(rag:
key_points: ["AML compliance", "KYC procedures", "transaction monitoring"]
summary: [
"Financial institutions must implement AML programs with customer due diligence",
"Transactions over $10,000 must be reported to FinCEN within 15 business days",
"KYC requires verification of customer identity using government-issued ID"
]
facts: [
"$10,000 transaction threshold for FinCEN reporting",
"15 business days reporting deadline",
"5 years record retention requirement"
]
)78.6% token reduction - Dramatically lower API costs
Faster retrieval - Smaller chunks = faster vector search
Better accuracy - Structured format improves semantic matching
Scalable - Handles documents of any size with parallel processing
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