Q3AI Solutions · Industry & commerce AI
AI Based Recommendation
A good recommendation makes the next step obvious, whether it's a product, a course or a piece of content. We build recommendation systems from your own behavior and catalogue data.
01
Data and goal definition
02
Recommendation models
03
On-site and email delivery
04
Testing and monitoring
Built around your business.
We start simple, with popularity and similarity, and add sophistication only when it measurably improves results. That keeps the system understandable and maintainable.
What we deliver.
- 01
Data and goal definition
What you want to lift (clicks, conversion, order value) and what data exists.
- 02
Recommendation models
Similarity, collaborative and hybrid approaches tested against baselines.
- 03
On-site and email delivery
Recommendation blocks and messages in your site, app and campaigns.
- 04
Testing and monitoring
Experiments and dashboards to show the impact on your metrics.
Where it's used.
Related products and bundles
Suggestions on product and cart pages that help shoppers add the right extras.
Content and course suggestions
Helping learners and readers find their next step.
Personalized email
Choosing what to feature for each customer.
Typical building blocks: Embeddings and similarity search · Collaborative filtering · Experimentation tooling · Site and email integrations
How we work.
01
Map the workflow
We follow the real process end to end, including the exceptions people handle by hand.
02
Pilot with one team
A limited rollout with human review lets us tune behavior on real cases.
03
Integrate and harden
Connections to your systems, permissions, logging and fallbacks for when it's unsure.
04
Measure and expand
We report against agreed measures and widen scope only where the results justify it.
Best fit.
- Stores and content sites with enough traffic to learn from
- Course and media platforms
- Teams running email programs
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 solutions
- AI EcommerceAI for search, merchandising, support and lifecycle marketing in online stores.
- Retail AI AgentA shopping and store-operations agent for retailers and online stores.
- AI Sales AgentResponds to enquiries, qualifies prospects and books meetings for your sales team.
- Customer Support AI AgentFirst-line support that resolves common questions and escalates the rest with context.
Built on these AI services
Related services
Industries where this fits
Frequently asked questions
Talk to us about AI Based Recommendation.
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.