TonicAI helps teams design, automate, and ship reliable data and machine learning pipelines — the practical AI consulting work that gets a system out of the whiteboard and into production.
TonicAI is an AI consultancy based in Glasgow, working with teams that have the data and the ambition but not yet the pipeline. We specialise in the unglamorous but decisive work: automation, data engineering, and ML pipelines that hold up once the demo is over.
Every engagement starts with your existing systems, not a blank slate — we're brought in to connect the dots between the data you already have and the automation you actually need.
We keep engagements small, senior, and hands-on. That means fewer handoffs, faster iteration, and a pipeline your own team can maintain once we've handed it over.
Each engagement moves through the same disciplined flow, from first assessment to ongoing monitoring.
An honest assessment of where automation and machine learning will actually move the needle in your business — and where they won't.
Reliable ingestion and transformation pipelines that turn scattered, messy data sources into a single dependable feed.
Training, versioning, and deployment pipelines built so your models can be retrained and shipped without a rebuild each time.
Replacing manual, repetitive workflows with automated systems your team can trust and audit.
Getting trained models out of notebooks and into the tools your team already uses, cleanly and securely.
Tracking pipeline health and model drift after launch, so performance doesn't quietly decay once we've handed it over.
Send over a short note on your current data setup and where it's breaking down. We'll reply with a straight answer on whether we can help.
Email Oscar Wallis