Evidence over theatre
Outputs should show where they came from, what was checked and where confidence ends.
About TechMils
TechMils is an applied AI company specialising in agentic systems, machine learning and decision intelligence. We build focused solutions for complex work—then make them simple enough to use and clear enough to trust.
The company
We work where domain knowledge, fragmented data and real operational judgement meet. That means starting with the work itself, not forcing every problem into the same AI pattern.
Our approach combines technical research, product thinking and hands-on engineering. The result can be an agentic workflow, a decision-support product or a machine-learning system—whatever best fits the outcome.
Our principles
We care about what an AI system does after the demo: how it handles uncertainty, how people supervise it and whether its output improves the decision.
Outputs should show where they came from, what was checked and where confidence ends.
Automation should extend expert judgement. Important decisions still have a clear human owner.
We choose the smallest reliable system that can improve the work, then grow from evidence.
Proof in practice
It brings agents, specialist data pipelines and human review together to solve a narrow, expensive problem in generic pharma: deciding which molecules can launch, where and when.
Patriage is our flagship product and a practical demonstration of the systems we believe in—domain-grounded, evidence-linked and built around a consequential decision.
Explore PatriageFounder
Charalambos is a machine-learning and bioinformatics researcher with more than a decade of experience turning noisy scientific and regulatory data into usable systems. He built Patriage end to end, from its global data pipelines and compound-first logic to the analyst-reviewed dossier delivered to clients.
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