Build smarter systems with artificial intelligence
We design, train, and deploy AI models that solve real problems for real businesses. No hype. Just working technology you can measure.
Explore services Get in touch
We design, train, and deploy AI models that solve real problems for real businesses. No hype. Just working technology you can measure.
Explore services Get in touch
AI Insight Creations is a Wales-based team of machine learning engineers, data scientists, and software developers. We started in 2021 with a single goal: make AI practical for mid-sized companies that lack the budget for a full in-house data team.
Most of our clients come to us after a failed proof-of-concept elsewhere. The model worked in a notebook but never made it to production. We fix that. Every project we take on has a deployment plan before we write a single line of training code.
Our office sits in Farrellfield, but we work with clients across the UK and Europe. Remote collaboration is our default, and we keep meetings short so engineers can actually engineer.
Each engagement starts with your data. We audit what you have, identify gaps, and propose a model architecture before any contract is signed.
Supervised and unsupervised models for classification, regression, and clustering. We work with tabular data, time series, and structured text. Typical turnaround from data handoff to a production-ready API: six to eight weeks.
Forecast demand, churn, equipment failure, or cash flow. We connect models directly to your BI dashboards so decision-makers see predictions where they already look, not in a separate tool they will forget about.
Sentiment analysis on customer reviews, automated document extraction from invoices and contracts, chatbot backends that actually understand context. We fine-tune open-source large language models on your domain-specific corpus.
Object detection for manufacturing quality control, medical image classification, and retail shelf monitoring. We train custom YOLO and EfficientNet variants that run on edge devices or cloud endpoints, depending on your latency requirements.
A model is only as good as the data feeding it. We build extraction, transformation, and loading pipelines using Apache Airflow and dbt, schedule retraining jobs, and set up drift-detection alerts so your model stays accurate over months.
Not sure where AI fits your business? We run a two-day workshop with your leadership team, map every process that touches data, score each one for automation potential, and deliver a prioritised roadmap with cost estimates. No code required at this stage.
From first call to production deployment, here is what to expect.
We spend 45 minutes understanding your problem, your data sources, and what success looks like. This call is free and has no strings attached.
Our engineers review a sample of your data for quality, completeness, and bias. We deliver a written report within five business days, including a go/no-go recommendation.
We build a minimal model and test it against a hold-out set. You see real metrics, not slides. If accuracy does not meet the agreed threshold, we stop and you owe nothing beyond the audit fee.
The model ships as a containerised API behind your firewall or on your cloud provider. We include monitoring, logging, and a retraining schedule. Handover documentation covers everything your ops team needs.
Speed matters. Our average time from signed contract to a working prototype is 18 days. We achieve that by reusing battle-tested infrastructure: containerised training environments, pre-configured CI/CD pipelines, and a library of feature engineering modules we have refined across dozens of projects.
Transparency matters more. Every week you get a short written update with current model performance, blockers, and next steps. No jargon-heavy status calls that eat your afternoon.
We charge fixed fees for defined scopes. If the scope changes, we re-quote before doing additional work. Surprise invoices destroy trust, and trust is the only thing that keeps a technical partnership productive.
After deployment, we offer a 90-day support window included in the project price. During that period, we fix bugs, tune hyperparameters if incoming data shifts, and answer your team's questions. Extended support contracts are available on a monthly basis after that window closes.
Quick answers to the things clients ask most often.
Tell us about your project and we will reply within one business day.
6 Stefanie Yard, Farrellfield, Wales, WT48 4HX, United Kingdom