AI Solutions
Recommendation Engines
Relevance ranking that lifts basket size and time on site, measured against a holdout.
What we usually find
Related items are picked by category rules written years ago. Nobody has tested whether they beat showing nothing at all.
What the work covers
Scope is agreed in writing before anything starts. If a line here is not relevant to you, it comes out of the plan and out of the price.
- Behavioural event collection and feature engineering
- Collaborative and content-based models with a sensible cold start
- Live serving with latency budgets that fit the page
- Holdout group so lift is proven rather than assumed
- Business rules for stock, margin and exclusions
Typical tooling
Indicative, not fixed. The stack follows your constraints and your team, not our habits.
- Python
- PyTorch
- Vector search
- Redis
- BigQuery
More in AI Solutions
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