AI development that earns its place in a business process

We are an AI development company, not an AI demo company. Most machine learning projects stall between the prototype and the day job, so we start from the decision you want to change, agree the metric that proves it changed, and only then choose a model.

RAG and internal knowledge assistants
Forecasting and demand models
Document and claims automation
Model evaluation and guardrails

AI & Machine Learning

Our AI consulting and development work happens on your data, in your cloud account, with your security team in the room from week one. Nothing leaves your tenancy unless you decide it should, and there is no TekRouting inference layer sitting between you and your own system.

AI & Machine Learning at TekRouting

Every machine learning model we build ships with an evaluation harness, a rollback path and a monitoring dashboard your team runs. If accuracy drifts, you will see it before your customers do. AI is one of three technologies we combine — it is routed into your business alongside the data platform and the software that carries it.

Modelling:

PyTorch
scikit-learn
XGBoost
Hugging Face

Retrieval & knowledge assistants

Grounded question answering over your contracts, policies and tickets, with citations and access control inherited from the source system.

Forecasting & demand models

Probabilistic forecasts with calibrated intervals, backtested against the decisions they are meant to inform rather than against a holdout set alone.

Serving & ops:

Ray
MLflow
Kubernetes
Bedrock / Vertex

Document & claims automation

Extraction pipelines that turn PDFs, scans and emails into structured records, with confidence thresholds routing edge cases to a human.

Evaluation & guardrails

Golden datasets, regression suites, red-team prompts and cost ceilings, wired into CI so a bad change never reaches production.

Measured Results

What it has produced

Claims triage first response cut from 4 days to 6 hours

Forecast error down 14% at a national grid operator

Every model retrained in-house within three months of handover

Not sure which technologies your business needs combined?

A free 45-minute session with an engineer, not a salesperson. We map what your business needs to do and which technologies, together, will get it there.

Let’s Talk Now

AI Development & Machine Learning Consulting