We turn business problems into working AI, data and software systems, from the data pipeline to the app your team uses. One partner, from first version to production.
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ngnlab.io is an independent technology consultancy and delivery partner. We help organisations turn a specific bottleneck, decision or opportunity into a working solution: an AI agent connected to your tools, a predictive model in production, a data platform people trust or a web application that puts it in front of your team. Because one team covers data, models, cloud and software, nothing gets lost in handovers. We work from discovery and validation through integration, rollout and ongoing improvement.
// a delivery partner, not just a prototype
Use one capability on its own or combine them end to end, from raw data to a deployed application. We shape the scope with you.
Assistants that answer from your own documents and data, and agents that carry out multi-step work across your tools. We engineer the context, test quality with evals and keep people in the loop where it matters.
The business case
Less time searching, copying and handing work between systems.
Turn historical data into forecasts, risk scores and recommendations. We validate every model against a simple baseline, then build it into the process where the decision is actually made.
The business case
Better calls on demand, risk and pricing, with accuracy you can measure.
Build the pipelines, data models and shared metrics that turn scattered sources into AI-ready data, then analyse it to answer the questions your business is asking.
The business case
One version of the numbers, refreshed automatically instead of rebuilt by hand.
Keep software, models and LLM applications dependable after launch. We automate testing and releases, version models and prompts, and trace quality, latency and cost in production.
The business case
Predictable releases and AI that keeps improving instead of quietly degrading.
Design, migrate and run workloads on the cloud that fits your organisation, with infrastructure as code, least-privilege security and clear cost visibility.
The business case
A platform that scales with you, with cloud and AI spend you can see and control.
Build the internal tools, client portals and AI-enabled products that put data and models in front of real users, from API and database to a fast, accessible interface.
The business case
A usable product, not another isolated technical project.
Not sure where your challenge fits? Tell us what needs to change
Examples of the problems these capabilities can address. Each engagement is shaped around your data, systems and team.
An AI assistant retrieves answers from approved knowledge, cites its sources and passes uncertain cases to a person.
An agent reads incoming requests, updates business systems through approved connections and routes exceptions to the right person.
Use historical data, clear metrics and forecasting models to explore demand, capacity or risk before committing resources.
Replace manual exports and spreadsheet merges with automated pipelines and shared metric definitions, so every report starts from the same data.
Bring data, predictions and assistants into one web application with the right access controls, instead of another tool nobody opens.
Move workloads to a well-architected cloud, automate releases and monitor applications, models and LLM costs in one place.
A practical engagement: define the value, test it early, then build for the environment it needs to live in.
We map the workflow, data and constraints with your team, then agree on a useful outcome and how we will measure it.
We build a focused first version and test it with real users and representative data before widening the scope.
We integrate, deploy and monitor the solution, document ownership and help your team adopt and improve it.
Tell us about the workflow, decision or bottleneck you want to improve. We’ll help identify a sensible first step and what a successful result would look like.
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