AI Readiness Scan
Find out how ready your codebase and delivery process are for AI coding agents, and what to fix first.
Learn moreHybrid AI engineering company
We help businesses turn complex workflows into practical AI systems — through expert consulting and implementation today, and scalable products for the future.
Our services
We combine deep technical expertise with practical business understanding to help you design, build, integrate and evaluate AI systems that work inside your operations — not just in a demo.
Find out how ready your codebase and delivery process are for AI coding agents, and what to fix first.
Learn moreThe complete assessment: interviews, a settings and permissions review, and a 30/60/90-day plan.
Learn moreFind the right AI opportunities, design a sound architecture and leave with a clear roadmap.
Learn moreCustom AI assistants, multi-agent workflows, knowledge retrieval (RAG) and tool-enabled automation.
Learn moreLocal-first or cloud-hosted LLM environments, Docker, APIs, MCP connectivity and orchestration.
Learn moreEvaluation frameworks, regression testing and quality gates so AI output is accurate and dependable.
Learn moreFrom idea to working MVP — AI-enabled prototypes for startups and established businesses.
Learn moreOur approach
Understand your goals, workflows, data and constraints. Prioritise the use cases worth building.
Design the architecture and build a working prototype integrated with your real systems.
Test, evaluate and measure. Every AI output gets quality gates, not just a demo.
Deploy responsibly, hand over cleanly and turn what works into reusable products.
Flagship product · in development
Cooperating AI agents that generate, score and refine software test cases — with a human approving every result.
TC-014Login locks after repeated failed attemptsApprovedTC-015Password reset link expiresIn reviewTC-016Session timeout on idleRefiningTC-017MFA prompt on new deviceIn reviewWhy Asterloop AI
We turn complex business workflows into intelligent, deployable AI systems. Our edge is the combination of AI engineering, system integration and quality assurance.
We start from a real business problem and finish with working, deployable software.
A QA automation background means evaluation, regression tests and reliability are part of every build.
Many teams can demo a chatbot. We show how an AI system fits a real operational process and how it is maintained.
Private, on-premises LLM deployments where data control matters; cloud where it makes sense.
Selected work
Each case study explains the problem, architecture, tools, current status and limitations — so you can judge the work on its merits.
An AI-powered QA system that generates, evaluates and improves test cases using cooperating agents.
Read the case studyA local-first, on-premises-ready LLM platform using Docker, Ollama, FastAPI, OpenWebUI and MCP-based integration patterns.
Read the case studyA smartphone-assisted diagnostic test reader explored as a research prototype.
Read the case studyOur values
We turn ideas into working systems.
We build trust through transparency and quality — and we never overstate readiness.
We focus on real business outcomes.
We grow stronger with our clients and partners.
Tell us about the problem. We'll suggest a practical path — starting with a focused discovery engagement.