# Software Teams

> MARFI helps software and product teams understand developer workflows, tool usage, context switching, and agent-training demonstrations.

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

Software work spans IDEs, terminals, browsers, tickets, docs, chats, observability tools, and internal dashboards. MARFI helps teams understand that flow and, where appropriate, collect demonstrations for developer agents.

## Audience

Engineering leaders, platform teams, product operations, and AI developer-tool teams.

## Search Intent

Workflow telemetry and AI training data for software teams.

## Understand the toolchain path.

MARFI can show how work moves between IDE, browser, terminal, issue tracker, documentation, and collaboration tools.

## Spot context switching and repeated manual paths.

Developer productivity is often lost in environment issues, repeated lookups, and cross-tool handoffs. MARFI gives leaders a factual layer for those patterns.

## Capture expert demonstrations for developer agents.

With consent and Trajectory, teams can collect state-action examples that reflect real developer workflows instead of clean-room tasks.

## FAQ

### Can MARFI help with developer productivity?

It can provide a telemetry layer for tool usage, context switching, and repeated workflow analysis.

### Does MARFI read code content?

MARFI is designed around work telemetry and capture tiers. Sensitive visual or action capture depends on plan and user consent.

## Related Pages

- [Workflow Mining](https://insight.marfi.app/workflow-mining): MARFI mines recurring workflows from real session telemetry so teams can find process patterns, bottlenecks, and automation candidates.
- [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.
- [Security](https://insight.marfi.app/security): MARFI Insight AI uses tenant isolation, encryption at rest, TLS in transit, plan gates, and scoped capture controls for workplace telemetry.