Prompts treated as versioned code, not copy
Prompt design, versioning and regression testing, so a change that improves one case cannot quietly break ten others.
2 wks
To a working POC
15
AI capabilities we build
9
Years in business

What you get
What every prompt engagement includes
A prompt is a piece of software. We version it, test it and measure it like one.
Talk through the use casePrompts in version control with change history
A test set that runs on every prompt change
Structured output the application can rely on
Our process
Four steps from rough prompt to tested prompt
Every change is scored.
- 01
Collect real examples
Good and bad cases from your work, which become the test set.
- 02
Write & structure prompts
Instructions, examples and output formats, written for the task.
- 03
Test & compare
Variants scored against the same cases, across models where it helps.
- 04
Version & hand over
Prompts in your repository, with the tests and notes to maintain them.
Tech stack
What we build it with
Four layers, each chosen per project. Open one to see what sits in it and why.
Models & frameworks
The layer that generates. Chosen per task against quality, latency and cost.
Retrieval & data
Where grounded answers come from: your documents, indexed and tuned.
Serving & ops
How it runs in production, and how you see what it is doing.
Evaluation
How we know the output is good enough before a user sees it.
More AI capabilities
Fourteen more ways we apply AI
AI Software Development
End-to-end AI product builds.
AI Chatbot Development
Smart, conversational AI for business.
AI Agents Development
Linked agents for smarter tasks.
AI Voice Agents
Voice intake and call handling.
Generative AI Solutions
AI that creates and innovates.
LLM Chatbot Development
Grounded in your own content.
LLMs for SMEs & Enterprises
AI built to scale with you.
RAG Model Development
Smarter AI with search + generation.
GPT Integration
AI seamlessly in your workflow.
Machine Learning Development
AI that learns from your data.
NLP Development
Classification, extraction, sentiment.
AI Workflow Automation
Process automation that holds up.
AI MVPs & POCs
Proof before you commit to a build.
AI Consulting
Where AI pays off, and where it doesn't.
Frequently asked questions
The questions we get asked about AI
Data handling, output quality, cost and ownership.
Start with the prompt that matters most
Two weeks, your prompt scored and improved against real examples.
