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
AI Chatbot
Always-on Support for the People NTDP Serves
We created an AI assistant for NTDP’s website that answers questions
about any of its programmes in Arabic or English, at any hour of the day.
Users get instant, accurate answers without waiting for a staff member.
- 70% reduction in support requests reaching human staff
- Available 24/7 with no human supervision required
- VAPT clearance & National Cybersecurity Authority (NCA) compliance
- Cloud and on-premise deployment options available
Startup Pitch Evaluator
Faster & Fairer Assessment for Every Applicant
NTDP receives thousands of applications from startups hoping to join its
programmes. Reviewing them all fairly and consistently used to take days
per application. Now, an AI system reviews each submission automatically
— checking the claims made, scoring the application against set criteria,
and flagging any entries that appear duplicate or fraudulent.
- Applications reviewed in 5 minutes, instead of multiple days.
- 15% of submissions identified as fraudulent or duplicate.
- Handles a 300% surge in applications with no extra staff.
- Eliminates evaluator bias through standardised, auditable scoring
Operations Dashboard
Real-Time Unified Monitoring Platform
Before this dashboard, monitoring different NTDP programmes meant
switching between multiple tools, chasing manual reports, and piecing
together an incomplete picture. Now, all programmes, systems, and
performance metrics are visible in one place and updated in real time.
- All 18 programmes monitored in a single unified view
- Issues and bottlenecks flagged the moment they appear
- Each team member sees only what they need to see
- Replaced manual reporting with live, always-accurate data
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.