/Companies

Agile Loop

500 Global '24

24 employees on LinkedIn · 1 known investors

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Agile Loop, based in Saudi Arabia, develops software that automates tasks across existing applications. Users describe what they need in natural language rather than scripting the steps themselves.

Also known as Agile-Loop

Founders & leadership

AA
Abdul Ahad
AA
Abdul Ahad Khan
HAHamzah Azeem
Hamzah AzeemCo-founder · Member of the Board of Advisors
AAammar anwar
ammar anwarCo-founder · CTO2022–2026

Investors · 1

500 Globallisted by 500 GlobalPalo Alto · $150K

How we know: open dataset · Top 3000 Accelerator Startups (no YC) 2026-08 · open dataset · 500 Global portfolio 2026-08 · Not right? Tell us

Company profile

researched Sep 2026

Agile Loop develops AI agents built on what it calls an Action Model — action-first models trained on thousands of software interfaces so that agents can understand user interfaces and carry out tasks across tools and APIs. The stated workflow pattern is for a user to describe an objective in natural language, after which the agent analyzes the request, selects the relevant tools, decomposes the goal into structured steps, validates dependencies, executes actions across interfaces and APIs, and monitors outcomes to adjust execution.

The company packages this technology into a set of vertical and horizontal products: an enterprise AI assistant providing bilingual support for government and enterprise platforms with human escalation; an intelligent evaluation platform for assessment, scoring, claim verification, fraud detection and audit-ready decision support in high-volume application programs; an operational dashboard consolidating data from multiple systems into a role-based monitoring view; SamX, a natural-language Excel automation agent for data cleaning, transformation, dashboard generation, reporting and analytics without macros or code; an integrated aviation operations suite covering inventory, safety and quality management, compliance tracking and escalation workflows; Sector Fusion, telecom network analytics for detecting sector misalignment, sector swaps, coverage gaps and root causes; and an LLM Ops offering for enterprise management, monitoring, governance, prompt control, performance tuning and cost optimization of LLM applications.

Alongside products, Agile Loop offers services spanning AI assistants, AI-powered evaluation systems, operational dashboards, workflow automation and industry-specific AI platforms. It also publishes research, including papers on training a vision language model as a smartphone assistant (October 2024) and ICE 1.0, on improved video-language models for low-level workflow understanding from human demonstrations (December 2024).

Business model

Agile Loop sells packaged AI agent products for specific workflows — support automation, assessment, monitoring, Excel automation, aviation operations, telecom analytics and LLM operations — and complements them with custom build services delivering AI assistants, evaluation systems, dashboards, workflow automation and industry-specific AI platforms for client organizations.

Latest developments

In April 2025 the company announced SAM-X, an Excel automation agent using natural language, as launching soon. Its research output includes a paper on training a vision language model as a smartphone assistant (October 2024) and ICE 1.0 on video-language models for low-level workflow understanding from human demonstrations (December 2024).

▸Full profile — market position, technology, go-to-market

Market position

Agile Loop positions itself around large action models that execute work across software interfaces rather than only generating text, offering both ready-made vertical agents and bespoke implementations.

The company emphasizes action-first models trained on software interfaces and end-to-end task completion — planning, execution across tools and APIs, and continuous optimization — plus domain-specific products for aviation, telecom, assessment and spreadsheet work, and bilingual support capability.

Technology

The core is an "Action Model": action-first models trained on thousands of software interfaces that let agents interpret interfaces and execute tasks end-to-end. Agents analyze a natural-language request, plan the workflow by decomposing goals into prioritized steps and validating dependencies, execute actions autonomously across interfaces, tools and APIs, and monitor results in real time to adjust performance across runs. Published research covers training a vision language model as a smartphone assistant and video-language models for low-level workflow understanding from human demonstrations. The company maintains a public GitHub organization whose sole public repository, Synapse-Copilot, is written in Python and was last updated in June 2024.

Go-to-market

The website directs prospects to explore products or book a demo, and states that the company collaborates with global technology partners as well as public-sector and enterprise organizations on operational AI systems. It also publishes blog posts and research papers.

Government and public-sector platforms and enterprise organizations, including operators of high-volume application and assessment programs, aviation operations teams, telecom network operators, and enterprise teams running spreadsheet-heavy or LLM-based applications.

Compiled by commissioned research from 5 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
GitHub forks, Synapse-Copilot repositoryJun 202423 forks
GitHub stars, Synapse-Copilot repositoryJun 202475 stars
HeadcountAug 202624

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Timeline · 3

launches, deals, and filings
Apr 2025
SAM-X Excel automation agent announced as launching soon

Agile Loop announced SAM-X, an AI agent that adds natural-language automation to Excel for enterprise spreadsheet workflows, described as launching soon.

source ↗

Dec 2024
Research paper: ICE 1.0 — Improved Video-Language Models for Low-Level Workflow Understanding from Human Demonstrations

Agile Loop published a research paper on video-language models for low-level workflow understanding derived from human demonstrations.

source ↗

Oct 2024
Research paper: Training a Vision Language Model as Smartphone Assistant

Agile Loop published a research paper on training a vision language model to act as a smartphone assistant.

source ↗

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

▸Research sources · 5

primary sources listed

5 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does Agile Loop do?
Agile Loop builds Action Model-based AI agents that operate software interfaces to complete enterprise workflows end-to-end.
Who founded Agile Loop?
Agile Loop was founded by Abdul Ahad, Abdul Ahad Khan, Hamzah Azeem, ammar anwar.
Who are Agile Loop's investors?
Agile Loop's investors include 500 Global.