AI & machine learning

AI features that work on your real data, with evaluation suites that catch it when they stop working.

Part of Build: platforms for organisations that can't afford mistakes.

When people call us

You want AI in your product or operations, but a demo that works once is not the same as a feature you can put in front of customers or regulators.

Search and answers over your data: Retrieval-augmented generation with embeddings and Elasticsearch, grounded in your own documents.
Agents with guardrails: Internal APIs exposed as MCP tools, so agents act through the same permissions people do.
Evaluation, not vibes: Regression datasets and edge cases that run on every model and prompt change.
AI in the delivery process: Measured pilots of AI-assisted coding and testing, with people reviewing every change.

Azure OpenAI · Claude API · Semantic Kernel · MCP · Elasticsearch · Python · Playwright

From our engineers' track record. Organisations are described by sector, not named.

US compliance software
AI question answering over regulatory data
Retrieval-augmented generation over regulatory datasets, using Azure OpenAI embeddings and Elasticsearch inside a platform firms use to monitor employee trading. Internal APIs exposed as MCP tools so AI agents can use them safely.
Azure OpenAI · Semantic Kernel · Elasticsearch · MCP
Global HR and payroll platform
Catching when an AI model or prompt change alters what users see
Evaluation datasets, regression checks and edge cases for AI and machine-learning features, run against every model and prompt change. Playwright automation for the critical web flows around them.
Playwright · TypeScript · Evaluation datasets

Tell us what you're dealing with

AI features that work on your real data, with evaluation suites that catch it when they stop working.

Part of Build: platforms for organisations that can't afford mistakes.

You want AI in your product or operations, but a demo that works once is not the same as a feature you can put in front of customers or regulators.

Search and answers over your data: Retrieval-augmented generation with embeddings and Elasticsearch, grounded in your own documents.
Agents with guardrails: Internal APIs exposed as MCP tools, so agents act through the same permissions people do.
Evaluation, not vibes: Regression datasets and edge cases that run on every model and prompt change.
AI in the delivery process: Measured pilots of AI-assisted coding and testing, with people reviewing every change.

Azure OpenAI · Claude API · Semantic Kernel · MCP · Elasticsearch · Python · Playwright

From our engineers' track record. Organisations are described by sector, not named.

US compliance software
AI question answering over regulatory data
Retrieval-augmented generation over regulatory datasets, using Azure OpenAI embeddings and Elasticsearch inside a platform firms use to monitor employee trading. Internal APIs exposed as MCP tools so AI agents can use them safely.
Azure OpenAI · Semantic Kernel · Elasticsearch · MCP
Global HR and payroll platform
Catching when an AI model or prompt change alters what users see
Evaluation datasets, regression checks and edge cases for AI and machine-learning features, run against every model and prompt change. Playwright automation for the critical web flows around them.
Playwright · TypeScript · Evaluation datasets

Tell us what you're dealing with