Product copilots
Ground assistants on proprietary docs and workflows, then iterate on tone, safety, and tool use without burning an infra team.
FOR BUILDERS
Iterate fast on frontier models.
A developer workflow to experiment with open models, close the loop on quality, and deploy them in production—without stitching together schedulers, clusters, and bespoke glue code.
experiment · local
Throughputstable
WORKFLOW
From dataset to dependable production model.
Three repeatable beats teams run on Veri—mirroring how product engineers already think about iteration, without the infra tax.
Connect your data and pick a base model
Version datasets, plug in private corpora or preference logs, and choose from dozens of open-weight checkpoints—without leaving your repo.
Experiment and iterate fast
Submit runs from the SDK or API, route across GPU providers, and tune rewards and hyperparameters in tight loops—with live traces on every trial.
Productionize and monitor
Promote checkpoints to OpenAI-compatible endpoints, attach observability, and watch latency, drift, and cost as real traffic hits your model.
USE CASES
What can you ship?
Structured work automation
Generate support replies, SQL, configs, claims summaries, or compliance labels in your required format—with fewer retries and less prompt glue.
Specialized agents
Fine-tune coding agents, support copilots, data analysts, or workflow assistants so they understand your codebase, tools, customers, and house style.
Go from idea to production.