# AI21 Labs

> AI21 Labs provides an intelligent gateway, harness optimization and post-training to reduce enterprise AI agent token cost while keeping frontier-level quality.

AI21 Labs builds enterprise AI systems and foundation models. Its current product lineup centers on an Intelligent Gateway that sits in front of existing agents and a Post-Training offering that produces dedicated models tuned on a customer's own workloads. A Harness Optimization product is listed as coming soon.

## What It Is

AI21 positions its offering as a modular system for owning the cost-quality frontier of an enterprise AI stack. The company describes it as intelligent model routing, harness optimization and model training that aim to reduce cost without harming frontier accuracy. Teams can adopt it at any depth without switching tools, according to the enterprise page.

## How the Stack Works

- **Swap the endpoint:** Point an existing agent at the Gateway. The site says routing, caching and compaction begin working on live traffic after a two-line setup, and that most teams see spend drop within a day.
- **Tune the harness:** Users set a cost ceiling and a quality floor. The Harness Optimizer searches across thousands of configurations, and the site lists it as coming soon.
- **Own the model:** Once workloads are running, AI21 distills a dedicated small open model on them. AI21 says it can match the accuracy of a larger frontier model on those workloads at a fraction of the price.

## Research Direction

AI21 says that combining inexpensive open-source models with frontier models, through intelligent routing, budget-aware execution strategies in the harness and custom-trained validators, delivers frontier quality at 30% of the cost. The company publishes research notes on this approach, including posts on token spend and on open models exploring while frontier models patch.

## Company Background

The about page names Ori Goshen as CEO and co-founder and Prof. Yoav Shoham as chairman and co-founder. It lists academic strategic advisors and states its mission as trustworthy AI that powers humanity toward superproductivity.

## Features
- Intelligent Gateway drop-in endpoint
- Model routing, caching and compaction
- Token cost and waste reduction
- Harness Optimization against private evals (coming soon)
- Dedicated model post-training and distillation on customer data
- Budget-aware execution strategies
- Custom trained validators

## Platforms
MACOS, WEB, API

## Pricing
Paid

## Links
- Website: https://www.ai21.com
- EveryDev.ai: https://www.everydev.ai/tools/ai21-labs