Services
AI engineering
Anyone can get a convincing demo out of a model in an afternoon. Making it reliable, affordable, and safe in front of real users is the work. We build AI features that survive contact with production - evaluated, instrumented, and scoped to what the model can actually do well.
What's included
How we help
- AI features scoped to what models do reliably, not what they do in demos
- Evaluation and guardrails before launch, so quality is measured rather than assumed
- Token and inference costs modelled up front, not discovered in the invoice
Capabilities
What we do
AI product features
- Agents and assistants inside your product
- Retrieval-augmented generation over your data
- Natural-language interfaces and search
Model integration
- LLM API integration and orchestration
- Prompt architecture and versioning
- Fine-tuning and model selection
Reliability & cost
- Evaluation suites and regression testing
- Guardrails, fallbacks, and failure handling
- Latency, token, and cost instrumentation
Process
How we work
Scope
We separate what the model does reliably from what it does occasionally, and design the feature around the first.
Prototype
A working slice against your real data, so the quality question gets answered before the build is committed.
Evaluate
We build the eval set alongside the feature - quality becomes a number you can watch, not a feeling.
Harden
Guardrails, fallbacks, cost ceilings, and instrumentation, so the feature degrades gracefully instead of embarrassingly.
Deliverables
What you walk away with
- A production AI feature integrated into your product
- An evaluation suite and quality baseline
- Prompt and model configuration under version control
- Cost and latency instrumentation
- Documentation of limits, failure modes, and guardrails
FAQ
Questions, answered
Whichever fits the job and the budget. Model choice is a decision we make with you during scoping, and we build so it can be changed later.
Have something you want to build?
Let’s turn your idea into a premium product experience - fast, focused, and built to scale.