You know who else thinks context window size is important? Claude does.
Awarity gives AI an unlimited context window — no RAG, no embeddings, no lossiness. 92% cheaper than sending data to a frontier model. Free to download.
Native LLMs like Claude or ChatGPT cap out at 500K–1M tokens. Drop in a large dataset and you're already over the limit — the model starts hallucinating or refusing. Awarity has tested beyond 400 million tokens.
Retrieval-Augmented Generation picks what to retrieve — and guesses wrong. Embeddings compress meaning, vector search misses edges, and the answer you get is only as good as what was fetched. Awarity reads everything, every time.
Most AI tools require uploading documents to a third-party cloud. Awarity runs on-prem or fully offline. Your contracts, financials, and patient data never leave your environment.
Drop in any documents — PDFs, Word files, spreadsheets, CSVs. Awarity chunks and indexes them into a local catalog. No cloud upload required.
ECW sends every chunk through a fast, cheap model simultaneously. Each call is small — under the context limit — so no document is truncated. Notes are collected from all chunks.
The notes — not the raw documents — are synthesized by your chosen frontier model. The infer context stays small regardless of catalog size. That's why ECW is 68–92% cheaper.
You know who else thinks context window size is important? Claude does.
Download Awarity for Mac and start querying your documents in minutes. Ingest files, build catalogs, run queries — no command line required. Free and self-contained.
The Awarity CLI drops into any existing workflow. Run awarity ask, awarity extract, or awarity for-each inside scripts, CI/CD jobs, or scheduled tasks. If you have a pipeline, Awarity plugs in.
Deploy Awarity as an Azure Function, AWS Lambda, or Docker container. First-class TypeScript and Node.js support. Call document reasoning from any application or service.
We're building it. Drop your email and we'll let you know the moment it's ready — no spam, just one email when it ships.
Awarity runs entirely on your machine. Bring your own API key, ingest your documents, and start getting answers — no SaaS subscription, no data upload, no vendor lock-in.