We build and deploy machine-learning models, natural language processing pipelines and computer vision systems that solve real problems. No buzzwords, just measurable results for UK companies ready to put their data to use.
Get a free consultation See how we workProven Aics is a London-based consultancy that designs, builds and maintains AI systems for mid-size companies and enterprise teams. Our engineers have shipped models in logistics, retail, healthcare and financial services since 2017.
Most of our clients come to us with a specific pain point: forecasting demand more accurately, extracting structured data from scanned documents, or flagging anomalies in transaction logs before they become costly. We scope the work in a two-week discovery sprint, agree on success metrics, then build in short iterations so you can see progress every fortnight.
The team is small on purpose. Twelve people, each with hands-on production experience. You talk to the person writing the code, not a layer of account managers.
Every project starts with your data and your goals. Here are the areas where we have the deepest track record.
We train regression and classification models on your historical data to forecast demand, churn, pricing trends or equipment failure. A typical engagement takes 8 to 14 weeks from raw data to a production API your team can query.
From document classification and sentiment analysis to custom chatbots grounded in your knowledge base, we build NLP pipelines that understand domain-specific vocabulary. We fine-tune open-source large language models so you own the weights and the hosting.
Quality inspection on a production line, vehicle counting at a junction, damage detection on rooftops from drone imagery: we train and deploy convolutional and transformer-based vision models that run on edge devices or in the cloud, depending on latency needs.
Results from the past three years of client engagements.
We charge on a fixed-price basis for discovery and proof-of-concept phases, so you know the cost before you commit. If the proof of concept does not hit the agreed accuracy threshold, you pay nothing for the next phase.
Our models run on your infrastructure or on a private cloud tenant we manage. Data never leaves the jurisdiction you specify. For regulated industries we provide full model documentation, bias audits and explainability reports that satisfy FCA and ICO requirements.
After launch, every model comes with a 90-day monitoring window. We track data drift, prediction accuracy and latency. If performance drops below the threshold we agreed on, we retrain at no extra charge during that window.
You can reach us by phone at +44 20 2465 2540 or email [email protected]. We respond within one business day.