LAB-AS-A-SERVICE MODEL TRAINING
Your partner on the journey to specialized intelligence
Our Forward-Deployed Researchers [FDRs] train specialized models for your task, creating an AI edge your competitors can’t buy.
Our partners
At our volume, cost per call decides whether a differentiating feature is even feasible, owning a model post-trained on our data with AI21 gives us frontier-level quality at a cost that scales with our customers, not against them.
Responsibly deploying powerful specialized agents in the enterprise requires post-training on the challenges they will actually face in the wild. We are pleased to collaborate with AI21 on this initiative.
By pairing our world-class payroll and compliance data with AI21’s post-training expertise, we were able to build a specialized model that rivals frontier quality on payroll questions across 40,000 companies and 150+ countries.
Renting got you started.
Owning gets you ahead.
Rented AI
Available to everyone, a rented model only improves when its provider ships an update. Anything you’ve tuned on top has to be rebuilt.
Owned AI
Trained on data that’s uniquely yours, your model keeps learning from your production traffic. That’s compounding value you own.
Your edge is already in your data. We turn it into intelligence.
When every company builds on the same rented model, AI stops being an edge and starts becoming table stakes. Your edge lives in your proprietary data, your workflows and your domain judgment. A model trained on it is the one AI asset that’s uniquely yours.
Model and harness, trained together for maximum lift.
Training the model or the harness on its own only gets you so far. We train both together. Our harness optimizer finds the best configuration for your agent, so it ships production-ready at the cost-quality operating point you choose.
Platform
Building your evaluation suite
We define together what ‘better’ means for your model, build evals from your real tasks, and gate quality, cost and latency throughout. At the end of the engagement, the evaluation suite stays with you.
Creating the best recipe for your task
Drawing on 5 years of experience with a wide range of on- and off-policy training methods, our FDRs develop the right hill-climbing approach to jointly tune your harness and model for your specific task.
Optimizing your model for production
After training completes, the FDR team optimizes the model and harness for fast and efficient serving, managed either by AI21 or deployed directly in your environment.
Compounding quality over time
Your first model ships in weeks. From there, your team can lead each new training run with the recipe and evaluation suite our FDRs leave behind, so your model keeps improving on fresh production traces over time.
Lab-as-a-service
Your own instant frontier research lab
- Managed or embedded. We build for you or with you.
- Your infrastructure or ours. Deploy where it works best.
- Expertise at every step. From training to deployment.
- Built for your business. Tailored to your data and goals.
- Intelligence you own. Full control of your models and data.
Your data. Your environment. Your models.
AI21 is committed to the highest international privacy and security regulations. Securing your organization’s data and adhering to compliance requirements is top of mind.
- Inside your perimeter Training, evals and serving run in your VPC or on-premise.
- Scoped, logged access Our experts use temporary access, with every action visible and auditable.
- No retention, full traceability We keep no copies of your data. Every output traces to its source.
Research notes
