AI agents that operate your tools — end‑to‑end.
Agile Loop builds products powered by our Action Model: systems that understand interfaces and complete real tasks. Choose the product that fits your workflow.
- Action Model Intelligence
- End-to-End Task Completion
- Workflow-Ready Products
Large Action Models Built for Real Work
Agile Loop develops action-first models trained on thousands of software interfaces,
powering agents that execute workflows end-to-end — reliably.
Our Products
Purpose-built AI agents for different workflows

Tera
Turn ideas into mobile apps instantly. No code, full customization.
- No Code
- Real-time Preview
- Prompt → build → customize → launch
- Prompt → build → customize → launch
SAM X
Automate Excel tasks with plain English. Enterprise-grade security.
- Multi-sheet understanding
- Data cleaning + dashboards
- See it on your own data
SAM Desktop
Control your computer with natural language.
- Runs locally
- Completes real tasks
- Cross-app automation
- Built on Action Model
From Intent to Execution
Tell it what you want. Our agents handle the clicks, steps, and completion
inside real software.
Smart Analyzing
We read what’s on screen (UI + state) to understand the task context inside real software.
Plan the Workflow
The agent breaks the goal into reliable steps — choosing actions, validating state, and handling edge cases.
Execute Actions
It clicks, types, navigates, and completes the workflow inside the tool (not just suggestions).
Continuous Optimization
We refine performance, analyze insights, and enhance automation for long-term growth.
Proof, not Hype
Thoughts, insights, and perspectives on ideas that matter.
Research Papers
Structured studies grounded in data, methodology, and analysis. Focused on evidence, validation, and reproducible findings.