Framework
The Green Vectors Framework
Traditional vectorization stores every dimension of a data object. Green Vectors strips it to only what is needed — like how your brain still processes speech with your eyes closed.
How it works
- 1Traditional RAG stores every dimension, accumulating noise that slows queries and compounds hallucination.
- 2Green Vectors identifies the minimum information needed to accurately describe and retrieve a data object.
- 3Storage reduction of up to 99.5% directly translates to cost reduction — passed to the customer.
- 4Query speed improves 4x. A thousand-page document queried in 3–4 seconds with near-perfect accuracy.
- 5Accuracy reaches the 99th percentile — viable for healthcare and defense that cannot tolerate hallucinations.
- 6Continuous ingestion with no database downtime. Legacy RAG requires re-vectorizing the entire dataset on new data.
Hear it on the podcast
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The Two-Product ArchitectureConsumer-friendly UX on top of a proprietary infrastructure layer. One product proves the technology, the other monetizes it at enterprise scale.The Founder Operating SystemAnkit's operating philosophy for building a small, fast, technically ambitious team in an industry that rewards infrastructure depth over application speed.
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