March 2026

Awarity
Overview

AI that reasons over datasets of any size — no RAG, no embeddings, no lossiness.

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400M+
tokens tested
No RAG
zero lossiness
Unlimited
dataset size
The problem

Awarity addresses three core GenAI issues

01

Context Window Limitation

Native LLMs like Claude or ChatGPT are limited to 500k–1M tokens. Awarity can handle datasets of any size — we've tested beyond 400 million tokens.

02

Private Data

Most AI tools require sending data to the cloud. Awarity can run on-prem or completely offline, keeping sensitive documents inside your perimeter.

03

"Near-sightedness"

RAG and other retrieval techniques are lossy by nature — they miss what they don't retrieve. Awarity processes everything, so nothing falls through the cracks.

You know who else thinks context window size is important? Claude does.

Claude on context window size
Our solution

Our solution

01

Elastic Context Window

ECW is a patented technique that stretches the context window of any base model. It reads your entire catalog in parallel, synthesizes notes, and returns a single coherent answer.

02

Run on-prem or offline

Deploy Awarity inside your existing infrastructure — on-prem, air-gapped, or in your own cloud. Your data never leaves your environment.

03

No RAG needed

Because Awarity reads everything, there's no retrieval step to get wrong. No embeddings, no vector databases, no lossy approximations — just accurate answers.

Works with OpenAI Anthropic Gemini Llama Any LLM
Integrations

Plugs into your existing workflows

UI

Clean desktop app

Awarity ships with a full UI for ingesting documents, building catalogs, running queries, and managing workflows — no CLI required.

CLI

Powerful runtime engine

Use the Awarity CLI to integrate document reasoning directly into scripts, pipelines, and CI/CD workflows. If you already have a workflow, Awarity can plug in.

API

Embed in your apps

Deploy Awarity as an Azure Function, AWS Lambda, or Docker container and call it from any application. First-class TypeScript and Node.js support.

Get in touch

Ready to see what Awarity can do for your organization? Reach out and we'll set up a demo.

hello@awarity.ai