Q3AI Services · Models & data
Generative AI
Generative AI creates text, images and structured content on demand. We apply it where it saves genuine effort, with review steps that keep quality and brand standards intact.
- Focus
- Text, image and structured-content generation built into real workflows.
- Building blocks
- Text and image models · Templating · Approval workflows · Content management integrations
- Suits
- Teams that produce repeatable content at volume
Built around your business.
The value comes from fitting generation into a workflow: inputs, review and publishing. We design those pieces together, not just the prompt.
What we deliver.
- 01
Use-case selection
Where generation helps (drafts, variants, summaries) and where it isn't appropriate.
- 02
Generation pipelines
Templates, prompts and constraints that produce consistent, on-brand output.
- 03
Review and approval
Steps for people to edit, approve or reject before anything goes live.
- 04
Usage and rights guidance
Practical advice on disclosure, data use and asset ownership questions.
Where it's used.
Marketing asset variations
Producing many headline, description or image variants to test.
Personalized communications
Drafting tailored messages from structured customer data.
Internal documentation
Generating first drafts of reports, summaries and knowledge articles.
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 that produce repeatable content at volume
- Marketing and product groups testing many variants
- Businesses wanting first drafts they can refine
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 Content SystemsEditorial workflows that use AI for research and drafts while keeping quality high.
- NLP DevelopmentText classification, extraction, search and analysis built for your language data.
- AI App DevelopmentWeb and mobile applications with AI built into the core experience.
Related services
Industries where this fits
Frequently asked questions
Talk to us about Generative AI.
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.