Q3AI Services · Models & data
LLM Development
Large language models can read, write and reason over text, but they need engineering around them to be dependable. We build LLM applications with structured prompts, retrieval, evaluation and cost control.
- Focus
- Applications and pipelines built on large language models.
- Building blocks
- Hosted and open models · Structured output · Vector search · Evaluation frameworks
- Suits
- Teams turning language-heavy work into software
Built around your business.
We pick the model to fit the task and the budget, and we keep the design portable, so a provider change doesn't force a rewrite.
What we deliver.
- 01
Prompt and output design
Structured prompts and schemas that give consistent, checkable output.
- 02
Retrieval and context management
Feeding the model the right information at the right time.
- 03
Evaluation suite
Test cases and scoring that show whether changes improve or harm quality.
- 04
Cost and latency tuning
Model choice, caching and batching so the system is fast and affordable.
Where it's used.
Summarization and extraction
Turning long documents and conversations into structured records.
Question answering over documents
Answers grounded in your manuals, policies or knowledge base.
Drafting and rewriting
Generating first drafts within style and compliance rules.
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 turning language-heavy work into software
- Products adding text understanding or generation
- Companies comparing model providers
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
- RAG SolutionsAnswers grounded in your own documents through retrieval-augmented generation.
- Generative AIText, image and structured-content generation built into real workflows.
- AI Model Fine TuningAdapt a model to your format, tone or domain when prompting isn't enough.
- 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 LLM 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.