Natural language processing
Sentiment analysis, entity extraction, document classification, and summarisation pipelines. We build models on your domain corpus so accuracy reflects your actual vocabulary, not generic benchmarks.
2–6 week engagementsFind the right AI capability for your project. Each listing below describes a specific service we deliver, the typical engagement length, and who it suits best. Scroll the sidebar to jump between categories, or browse the full board here.
Sentiment analysis, entity extraction, document classification, and summarisation pipelines. We build models on your domain corpus so accuracy reflects your actual vocabulary, not generic benchmarks.
2–6 week engagementsTime-series forecasting, churn prediction, demand planning. We handle feature engineering and model selection, then hand you a containerised API endpoint you can call from any stack.
3–8 week engagementsObject detection, image segmentation, OCR, and quality inspection models. We train on your labelled data or help you build a labelling workflow from scratch if you have raw images only.
4–10 week engagementsNot every problem needs a neural network. We audit your data estate, map feasible use cases, estimate ROI, and produce a prioritised roadmap your board can actually approve.
1–3 week sprintInvoice parsing, contract extraction, compliance scanning. We combine OCR with fine-tuned language models so you get structured JSON from messy PDFs, scans, or handwritten forms.
3–6 week engagementsTask-oriented chatbots and voice assistants grounded in your knowledge base. We use retrieval-augmented generation so the bot answers from your docs, not from hallucinated guesses.
4–8 week engagementsUse this table to compare what each service tier includes. All tiers come with a post-delivery support window; the length varies.
| Feature | Starter | Growth | Enterprise |
|---|---|---|---|
| Data audit and feasibility report | ✓ | ✓ | ✓ |
| Custom model training | — | ✓ | ✓ |
| API deployment | — | ✓ | ✓ |
| Ongoing retraining schedule | — | — | ✓ |
| Dedicated engineering contact | — | — | ✓ |
| Post-delivery support | 7 days | 30 days | 90 days |
| Typical budget range | £2k–£8k | £10k–£35k | £40k+ |
A 30-minute video call where we learn what you want the AI to do, what data you have, and what constraints matter (budget, timeline, regulatory). No preparation needed on your side.
We look at a sample of your data under NDA. Sometimes we find the data is ready; sometimes we recommend a cleaning or labelling phase first. Either way, you get a written assessment within five working days.
We build a working proof of concept, usually in two to three weeks. You test it against real scenarios and tell us where it fails. Failure at this stage is cheap and informative.
Once the prototype proves the concept, we harden it: error handling, monitoring, autoscaling, documentation. The output is a containerised service with an OpenAPI spec.
We transfer the code repository, walk your team through the architecture, and remain available during the support window. If you need ongoing retraining, we set up an automated pipeline before we step back.
Most of our clients are mid-size companies with 50 to 500 employees. They have data but lack the in-house ML expertise to turn it into a product. A few are startups building an AI-first product and need a technical partner for the first version.
We have declined projects where the data was insufficient or the expected outcome was unrealistic. That honesty saves everyone time. If your idea is feasible, we will tell you exactly what it takes.
Before you reach out, a quick self-check. You don't need to tick every box, but having at least two of these in place shortens the discovery phase considerably.
Tell us what you are working on. We reply within one business day.
Book a free 30-minute discovery call. No commitment, no slide decks.
Get startedLast reviewed: January 2026
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Last reviewed: January 2026
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Last reviewed: January 2026
The information on this website does not constitute professional advice. AI project outcomes depend on data quality, problem complexity, and organisational readiness, among other factors. Past project results described on this site are specific to those engagements and should not be taken as guarantees of future performance.
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