Custom AI Solutions
Specialised applications where standard approaches don't apply.
Some problems require AI applications built specifically for the organisation's domain, data structure or operational context. Cuxton designs and builds custom AI solutions where an off-the-shelf product or generic integration would be inadequate including specialised classification, prediction, analysis or decision-support tools.
Not every problem fits an off-the-shelf answer.
Some operational challenges are specific enough to the organisation's data, domain or process that a generic product or integration falls short.
Key challenges:
- Domain-specific data or terminology
- No suitable off-the-shelf product
- Highly specialised classification or prediction needs
- Unique operational or regulatory constraints
- Existing tools that don't fit the actual workflow
- Need for a defensible, validated methodology
What we provide
- Custom solution design scoped to your specific domain and data
- Domain-specific model training or fine-tuning where warranted
- Evaluation and validation methodology built into the build
- Documentation and ongoing support
How it works
- 01
Discover & Assess
Understand the specific problem, data and constraints that make a standard approach unsuitable.
- 02
Design & Prototype
Design and prototype a solution architecture, testing early against real data and edge cases.
- 03
Deploy & Enable
Build, validate and deploy the solution, with evaluation criteria agreed and documented up front.
- 04
Operate & Optimise
Monitor accuracy and performance over time and retrain or adjust as conditions change.
Typical use cases
- Specialised classification or risk-scoring models for a specific domain
- Prediction or forecasting tools built on proprietary operational data
- Decision-support tools tailored to a unique regulatory or process context
Security & governance
- Custom models trained only on data your organisation authorises
- Evaluation methodology documented for audit and regulatory review
- No proprietary logic locked behind an external vendor's platform
- Full handover of code, weights and documentation
Deliverables
- Custom solution design and build
- Domain-specific model training or fine-tuning
- Evaluation and validation methodology
- Documentation and support
Have a problem that doesn't fit a standard product?
Let's talk through the specifics. We'll tell you honestly whether a custom build is warranted and design it if it is.