Q3AI Services · Models & data
NLP Development
Natural language processing turns text into something software can use: categories, entities, sentiment, summaries. We build NLP systems for reviews, tickets, documents and messages.
- Focus
- Text classification, extraction, search and analysis built for your language data.
- Building blocks
- Language models · Embeddings · Named-entity recognition · Text pipelines
- Suits
- Teams sitting on large volumes of text
Built around your business.
We choose between language models and lighter methods based on accuracy, speed and cost, and we test on your own text, including the awkward, misspelled and multilingual parts.
What we deliver.
- 01
Text analysis design
Which labels, entities or summaries would be useful and how they'll be used.
- 02
Model or pipeline build
Classification, extraction, search or summarization tuned to your content.
- 03
Evaluation on your text
Accuracy measured on examples that reflect your real data.
- 04
Integration
Results sent to dashboards, CRMs or help desks in a structured form.
Where it's used.
Ticket and review classification
Sorting by topic, sentiment and urgency to spot patterns.
Entity and field extraction
Pulling names, dates and amounts from unstructured documents.
Semantic search
Finding documents by meaning rather than exact words.
How we work.
01
Discover
We agree the problem, the data available and how success will be judged.
02
Prove
A small, testable version on your own data shows what works before larger spend.
03
Build
Production engineering: integrations, safeguards, review steps and monitoring.
04
Improve
We measure real usage, fix what falls short and keep quality and cost in check.
Best fit.
- Teams sitting on large volumes of text
- Support and research groups needing structured insight
- Products adding search or tagging
Why Q3 Labs.
- Senior people on the work
- You work with the specialists doing the project, not a hand-off to a junior team.
- Marketing and engineering together
- Design, development, data and growth sit in one team, so a solution is built with adoption in mind.
- Plain reporting, no lock-in
- Clear progress reporting and no long-term contracts. You keep ownership of your assets and accounts.
Explore related work.
Related AI services
- LLM DevelopmentApplications and pipelines built on large language models.
- RAG SolutionsAnswers grounded in your own documents through retrieval-augmented generation.
- AI ChatbotA chatbot that answers from your own content and knows when to hand off.
- Generative AIText, image and structured-content generation built into real workflows.
Related services
Industries where this fits
Frequently asked questions
Talk to us about NLP Development.
Tell us what you're trying to achieve. We'll tell you how we'd approach it, and whether Q3 Labs is the right fit.