AI21 works with enterprise teams to post-train dedicated models for their tasks, using their data to target quality, latency, and cost requirements. The engagement produces a production model and provides the team with a training recipe for future runs.
Forward-deployed researchers work alongside customer teams to build specialized models and develop in-house training capability. The service centers on models tailored to business data and tasks rather than general-purpose rented AI.

AI21 post-training helps enterprises build specialized models trained on their proprietary data.


Deep Cogito trains specialized open-weight models on an enterprise customer's own data and outcomes.


Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.


Managed service for fine-tuning open-source models on dedicated or shared GPU infrastructure for production use.


Managed supervised fine-tuning service for open-source models with on-demand and dedicated deployment options.


Vetted professional expert sourcing for frontier AI model training and evaluation projects.


Fastest cloud for training/inference of 1B-24T models with no sharding.


TASTE for Training Models supports AI labs with taste and design capability work.


Together AI is a serverless and dedicated inference API for open-source AI models with OpenAI-compatible endpoints.


RunInfra Model APIs provide hosted open-model inference through compatible APIs for developers and agent teams.


Async inference API for long-horizon AI agents, serving leading open-source models through OpenAI- and Anthropic-compatible endpoints.


Enterprise AI consulting and build services for production workflows.


Replicate is a cloud API to run, fine-tune, and deploy open-source machine learning models with auto-scaling.


Optima helps organizations build custom benchmarks to compare AI models on their own work.


Expert-built evaluation services for measuring AI agent quality, model choice, and operating cost.


Artificial Analysis Pro is a subscription for teams seeking independent AI benchmark insights and data tools.


One HIPAA-compliant gateway routing all LLM traffic with BAA coverage, audit logging, key management, and cost controls enforced automatically.


Service that designs and integrates custom generative AI copilots and enterprise knowledge systems.


Enterprise workflow data licensing service that extracts and de-identifies approved business data for AI training.



Custom enterprise deployments of AI employees, hosted or on-prem/VPC, wired into a company's systems and governed by its rules.
Deep Cogito trains specialized open-weight models on an enterprise customer's own data and outcomes.

Sales-led engagement in which Chonkie trains custom specialist models on a customer's production data for specific software workflows.

Managed service for fine-tuning open-source models on dedicated or shared GPU infrastructure for production use.

Managed supervised fine-tuning service for open-source models with on-demand and dedicated deployment options.

Vetted professional expert sourcing for frontier AI model training and evaluation projects.

Fastest cloud for training/inference of 1B-24T models with no sharding.

TASTE for Training Models supports AI labs with taste and design capability work.

Together AI is a serverless and dedicated inference API for open-source AI models with OpenAI-compatible endpoints.

RunInfra Model APIs provide hosted open-model inference through compatible APIs for developers and agent teams.

Async inference API for long-horizon AI agents, serving leading open-source models through OpenAI- and Anthropic-compatible endpoints.

Enterprise AI consulting and build services for production workflows.

Replicate is a cloud API to run, fine-tune, and deploy open-source machine learning models with auto-scaling.

Optima helps organizations build custom benchmarks to compare AI models on their own work.

Expert-built evaluation services for measuring AI agent quality, model choice, and operating cost.

Artificial Analysis Pro is a subscription for teams seeking independent AI benchmark insights and data tools.

One HIPAA-compliant gateway routing all LLM traffic with BAA coverage, audit logging, key management, and cost controls enforced automatically.

Service that designs and integrates custom generative AI copilots and enterprise knowledge systems.

Enterprise workflow data licensing service that extracts and de-identifies approved business data for AI training.

Production LLM applications built with LangChain and LangGraph.

Custom enterprise deployments of AI employees, hosted or on-prem/VPC, wired into a company's systems and governed by its rules.
