Services
We build, prove and ship AI systems.
Focused on purpose: three disciplines, one standard. Every system we touch has a measurable goal, an evaluation behind it and a path to production.
Build
From problem to production system
Predictive models, generative AI systems and intelligent automation, designed around your data and integrated into the tools your teams already use.
Machine learning & prediction
Forecasting, classification, ranking, recommendation, anomaly detection, risk modelling, NLP, computer vision and multimodal learning.
Generative AI & agents
Document intelligence, retrieval (RAG), assistants, agents and knowledge systems, built to be measured and controlled rather than simply connected to an LLM.
Intelligent automation
Documents, email, spreadsheets, CRM, reporting and review processes, turned into reliable workflows with human checkpoints.
Data & AI engineering
Pipelines, feature engineering, model serving, APIs and deployment architecture: the parts that make a model a product.
Evaluate & stress-test
Proof, not promises
Independent evaluation of AI and ML systems, whether we built them or not. We find where they break before your customers or your regulator does.
Signature service · works on any AI system, ours or not
What an audit summary looks like
$ audit --client-system support-agent-v3
▸ running 0 test cases ▮
- ✓answer accuracy94.1%target ≥ 92%
- ✓grounded in sources97.8%target ≥ 95%
- !hallucination rate3.2%target ≤ 1%
- ✗prompt-injection resist.71.0%12 critical cases
- ✓refuses out-of-scope98.5%target ≥ 95%
- ✓p95 latency1.8starget ≤ 3s
verdict NOT READY · 2 blocking issues
▸ fixes ranked by risk → report.html
Evaluation frameworks
Task-specific test sets, metrics that reflect business risk, and automated regression suites that run on every change.
Robustness & failure analysis
Edge cases, adversarial inputs, distribution shift, calibration and confidence, and a map of where the system should not be trusted.
LLM & agent testing
Hallucination, grounding, tool-use failures, prompt injection and consistency testing for generative systems and agents.
Monitoring & safeguards
Drift detection, guardrails, human-in-the-loop escalation and the documentation needed to deploy responsibly.
Advise
An honest technical second opinion
Senior technical perspective on architecture, modelling and AI strategy, including whether a proposed AI solution makes sense at all.
Feasibility & scoping
Is this solvable with your data? What will it cost, how long will it take, and what will it return?
Architecture review
Model choice, build-vs-buy, vendor evaluation, infrastructure and data strategy.
Team enablement
Code and model reviews, evaluation practices and hands-on support for in-house teams.
Engagements
Three ways to start.
Fixed-scope engagements give you a concrete answer fast, with no open-ended retainer before you know what you are getting.
2 weeks · fixed scope
AI Feasibility Sprint
You have a problem or idea and need to know whether AI can solve it, and what it would take.
You get
- Problem & success-metric definition
- Data audit and quick baseline model
- Solution options with cost, risk and expected impact
- A go / no-go recommendation and roadmap
2–4 weeks · fixed scope
AI System Audit
You have an AI or ML system, in production or about to be, and need to know how far you can trust it.
You get
- Evaluation suite tailored to your use case
- Robustness, failure-mode and hallucination report
- Prioritised fixes ranked by risk and effort
- Monitoring and regression-testing plan
Scoped per project
Build & Deploy
You know what you need and want it designed, built, evaluated and running in production.
You get
- Production-grade model or AI system
- Integration with your existing tools
- Evaluation & monitoring built in
- Documentation and handover, or ongoing improvement
Typical projects
What clients bring us.
Build something new
You have a business problem or product idea and need an AI system designed and built from the ground up.
Upgrade an existing system
You have an AI or ML prototype that needs better performance, evaluation, infrastructure or a path into production.
Automate a workflow
A repetitive, data-heavy process is costing your team hundreds of hours. We turn it into an intelligent workflow.
Add AI to your product
You want predictive, generative or multimodal capabilities inside an application you already run.
Good fit
We’re a good match if…
- You have valuable operational or customer data
- Your teams rely on manual analysis or repetitive workflows
- You have an AI idea but need it turned into a working system
- You have a prototype that needs to reach production
- You need specialised ML capability that is hard to hire for
- You are building an intelligent digital product
■ Free 30-minute call
Have a problem worth solving?
Tell us what happens today. In 30 minutes you’ll know whether AI can make it meaningfully better, roughly what it would take, and what it could be worth.