Semantic Search & RAG Systems
Retrieval-augmented generation and semantic search built on your own documents and data, so answers are grounded in what your organisation actually knows, not general web knowledge.
From idea to a working tool your team actually owns.
Prototypes & Engineering
From semantic search and text analysis pipelines to custom dashboards and NLP-powered products, built to be understood, maintained, and run by your team once we've handed it over.
Who it's for: Organisations ready to build custom, functional AI tools tailored to their data and workflows.
The outcome: A production-ready prototype or tool tailored to your data, which your team owns, maintains, and understands.
Custom NLP & Classification Pipelines
Purpose-built models and text processing pipelines for tasks where off-the-shelf tools fall short, tuned to your domain, your language, and your definition of correct.
Narrative Intelligence & Analysis Tools
Systems that track how topics, narratives, and sentiment evolve across large text datasets, turning ongoing discourse into signal your team can monitor.
Fact-Checking & Verification Tools
NLP systems that cross-reference claims against source material, flagging inconsistency and risk in high-stakes text workflows.
Dashboards & Automated Reporting
Analytical dashboards and reporting that turn ongoing analysis into something your team can check in on, without needing to re-run the analysis themselves.
Integration & Handover
We connect what we build into your existing tools and workflows, document it properly, and make sure your team can maintain it once we've stepped back.
Text analysis capabilities we draw on
Text miningTrend & narrative scoutingSentiment analysisText classificationSummarisationNetwork & discourse mappingFact-checking & verificationSemantic search
We build deliberately: small, useful systems with human oversight designed in, honest about what they can and can't do, and handed over so your team stays in control.
Not sure what's worth building yet?
Start with a scoping conversation instead, we'll tell you honestly what's worth doing before anything gets built.
Have a tool in mind?
Every build starts from your data and your workflows, not a template. Tell us what you're trying to make work and we'll scope what's actually worth building, and what it would take to hand it over properly.