Q3AI Services · Models & data
RAG Solutions
Retrieval-augmented generation lets a language model answer from your own documents instead of its general memory. We build RAG systems that find the right passages, cite them and say when the answer isn't there.
- Focus
- Answers grounded in your own documents through retrieval-augmented generation.
- Building blocks
- Vector and keyword search · Document parsing · Language models · Access-control filtering
- Suits
- Organizations with large document collections
Built around your business.
RAG quality is mostly about your content and retrieval. We spend the effort on chunking, search quality and testing, because that is where most systems succeed or fail.
What we deliver.
- 01
Content audit and preparation
Cleaning, structuring and permissioning the documents the system will use.
- 02
Retrieval design
Indexing and search tuned to your questions, including hybrid keyword and semantic search.
- 03
Answer generation with sources
Responses that cite where they came from and decline when evidence is thin.
- 04
Evaluation and refresh
Question sets to test accuracy and processes for keeping the index up to date.
Where it's used.
An internal policy assistant
Employees asking questions and getting answers with the source policy attached.
Product support over manuals
Answering technical questions from documentation and past tickets.
Research over private reports
Searching and summarizing a library of PDFs and slides.
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.
- Organizations with large document collections
- Support teams answering the same questions from manuals
- Companies needing answers that cite sources
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.
- AI ChatbotA chatbot that answers from your own content and knows when to hand off.
- Enterprise AIAI for larger organizations, with governance, security and scale in mind.
- NLP DevelopmentText classification, extraction, search and analysis built for your language data.
Related services
Industries where this fits
Frequently asked questions
Talk to us about RAG Solutions.
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.