# AI Teams

> MARFI Trajectory helps AI teams collect consented workflow demonstrations and export state-action-state JSONL for agent training.

Canonical URL: https://insight.marfi.app/solutions/ai-teams

AI teams building task agents need data that includes real UI state, real user actions, and real workflow context. MARFI Trajectory turns eligible work sessions into export-ready examples.

## Audience

Applied AI teams, agent teams, data teams, and research groups.

## Search Intent

AI agent training data from real workplace workflows.

## Collect demonstrations where the work happens.

MARFI captures workflow context from enrolled machines, then assembles before state, action, and after state examples that can be exported for training and evaluation.

## Training data should be consented and owned.

Trajectory uses explicit capture tiers, customer-owned data, and retention controls. The dataset is the customer's asset, not MARFI's model fuel.

## Use workflow mining to find high-value training targets.

Repeated sequences are often the best place to collect demonstrations. MARFI helps identify those patterns before a team invests in training pipelines.

## FAQ

### What format does MARFI export?

Trajectory workspaces can export JSONL state-action-state records with relevant context and optional keyframes.

### Can MARFI work with non-OpenAI providers?

Yes. MARFI exports provider-neutral data, and tenants bring their own LLM keys for assistant use.

## Related Pages

- [AI Training Data From Real Workflows](https://insight.marfi.app/ai-training-data): MARFI Trajectory converts consented workplace sessions into state-action-state training data for AI agents and workflow models.
- [State-Action-State Trajectory Data](https://insight.marfi.app/state-action-trajectory-data): State-action-state trajectory data from MARFI connects before state, human action, and after state for AI agent training workflows.
- [What Is State-Action-State Trajectory Data?](https://insight.marfi.app/answers/what-is-state-action-trajectory-data): State-action-state trajectory data records what the environment looked like before an action, what the user did, and what changed after.
- [Pricing](https://insight.marfi.app/pricing): MARFI Insight AI pricing is per sensor: Insight at $15 per sensor per month, Trajectory at $99, and Enclave as custom self-hosted annual licensing.