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Insights

A consistent point of view on the AI we build: generative AI you can trust, and machine learning that makes decisions.

adBrain writes across its two areas of expertise and where they combine: generative & agentic AI (grounded, governed, yours to run), machine learning & decisioning (predict, decide, prove), and the Compound AI where the two meet. These articles are evidence of how we think, not product pitches. The through-line is AI that actually runs in production, in your environment. See what we can do and the challenges we solve.


Generative & Agentic AI

Enterprise Generative AI You Can Trust: Grounding, Permissions, and Sourced Answers

Generative AI · 2026-07-04 The gap between a clever demo and generative AI you can deploy is grounding, permissions, and proof. What RAG, attribute-based access control, citations, and audit actually take, and why you should be able to run and change it.


Machine Learning & Decisioning

Why Incrementality Beats Attribution in AI-Driven Growth

Causal measurement · 2026-06-24 Attribution tells you which touchpoint got the credit. Incrementality tells you what actually changed because of your decision. Why the difference decides where your budget should go.

Contextual Bandits in Production: Deciding Well Under Uncertainty

Adaptive optimisation · 2026-07-01 A/B tests answer one question and stop. Contextual bandits keep choosing, and keep learning. What they are, when to reach for them, and how to run them safely in a live system.


More articles are planned across both practices: enterprise agents, real-time decisioning, and deployment choice. Want to talk through any of these for your own systems? Talk to us

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