Use cases
Built for the workyour team actually ships.
Fine-tune an open model on your own documents and conversations, for a job that general-purpose assistants do badly. Here is what that looks like in each department.
- Support & CX
Customer Support AI
Answer from your own docs and tickets, in your own voice.
Fine-tune an open-weights LLM on your product docs, past tickets, and FAQs. Deploy a support agent that understands your brand voice, and hands a conversation to your team when it should. Train it on your own GPU and customer data never goes to a third-party API.
Read moreYoursModel weights, exportable - Engineering & DevTools
Internal Code Assistants
A code assistant that knows your codebase, not just Python.
Train a coding LLM on your internal repositories, architecture docs, coding standards, and proprietary SDKs. Get an assistant that suggests code following your conventions, understands your domain models. Train and run it on your own hardware and your code is not sent to an external API.
Read moreYoursModel weights, exportable - Healthcare & Life Sciences
Healthcare
AI that runs inside your own environment.
Fine-tune open models for clinical documentation, clinical reference lookup, patient communication and EHR data extraction, inside your own environment. Train and run on your own hardware and no PHI goes to a third-party API.
Read moreSelf-hostWhere it trains - Banking, FinTech & Insurance
Financial Services AI
Keeps financial data in your environment.
Fine-tune open models on your financial data (earnings reports, regulatory filings, risk models and customer communications) and keep that data in your own environment.
Read moreYoursModel weights, exportable - Legal & Compliance
Legal Document QA
AI that reads contracts so your lawyers don't have to.
Fine-tune models on your specific contract types, legal jurisdiction, and firm's clause library. Build AI that extracts obligations, flags risks, and answers questions about legal documents. Trained on your documents, tested on your own questions.
Read moreSelf-hostTrain and run on your own hardware - Retail & Marketplaces
E-Commerce & Retail
Product discovery that understands intent, not keywords.
Fine-tune on your catalogue, past search sessions, and return reasons to build search, recommendations, and product copy that speak your customers' language. Runs on your own infrastructure, so basket data and margins stay yours.
Read moreYoursModel weights, exportable - Education
Education & EdTech
Tutors that teach your curriculum, not the open internet.
Fine-tune on your syllabus, marking rubrics and past student work to build tutors, graders and study tools that stay inside the material you actually teach — with student records kept on infrastructure you control.
Read moreYoursModel weights, exportable - Manufacturing
Manufacturing & Industrial
Decades of maintenance logs, finally searchable.
Fine-tune on equipment manuals, maintenance history, SOPs and shift handover notes to build assistants that answer plant-floor questions in your own terminology — deployable air-gapped, with no dependency on an external API.
Read moreSelf-hostTrain and run on your own hardware - R&D and Analytics
Research & Data Teams
Experiments you can rerun, not a folder of notebooks.
Fine-tune and evaluate open-weights models against your own benchmarks from the Python SDK, so every run lives in version control and every checkpoint is exportable. Built for teams that have to defend a result, not just demo one.
Read moreCodeEvery run is a script you keep
Don't see your industry?Tell us what you're building.
The platform works for any domain; these are the patterns we see most. We'll help you map yours.