Machine Learning & AI
AI systems built around your actual business data, not generic off-the-shelf wrappers. From predictive models and anomaly detection to intelligent agents that act on your behalf, we design systems that solve a specific problem rather than chase a trend.AI built on your own business data, not off-the-shelf wrappers.
Grounded in your data, not a demo.
A fixed, scoped process — no open-ended engagements.
Clarify the problem
Align on the business outcome you're after and how success will be measured, before touching a model.
Explore data & agree the roadmap
Assess what data you actually have — quality, coverage, and gaps — through exploratory analysis, then a technical plan and timeline agreed with your team so there are no surprises mid-build.
Prototype & train
Build and train candidate models against your real data, not generic benchmarks.
Validate & deploy
Check accuracy and robustness against real-world edge cases, then integrate the model into your actual workflow with support through rollout.
What this looks like for you.
A few examples of what this actually looks like once it's live.
PREDICTION, NOT GUESSWORK
Forecast demand, flag at-risk customers, or catch anomalies before they cost you money.
BUILT ON YOUR DATA
Models trained on how your business actually runs, not a generic benchmark dataset.
AGENTS THAT ACT
Systems that don't just flag a problem, but can take the next step for you where it's safe to.
NO BLACK BOX
You'll know what the model is doing and why, with a team that can explain and maintain it after launch.
Scope, timeline and price.
Off-the-shelf AI that knows nothing about how your company actually works.
A custom model built on a proven base and fine-tuned on your own data.
TYPICAL DURATION
4 weeks.
PRICING
Fixed fee. Monthly retainer only if we host.
ENTRY OFFER
Use-case discovery call. Data readiness, hosting preference.
TRACK RECORD
Engineers trained in UK safety-critical engineering, shipping production AI systems.