Prompt
I’m tired of our homepage recommendations not changing with user behavior
Latest observation
That makes sense — static homepage recommendations can feel stale fast.
A good fix is to make recommendations respond to recent user behavior in near real time, for example:
- pages viewed
- categories browsed
- items clicked, saved, or purchased
- session recency and frequency
A practical approach:
- Track key events on the site.
- Update a user profile or feature vector continuously.
- Use a ranking model that re-scores homepage modules based on those signals.
- Add fallback logic for new or sparse users.
- Measure impact with A/B tests and monitor CTR, conversion, and bounce rate.
If you want, I can help you design:
- a simple rule-based version,
- a production ML-based recommender,
- or a real-time architecture for this.
Observation history
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI,
ChatGPT,
Google,
Gemini,
Google AI Mode,
Anthropic,
Claude,
Perplexity,
Grok,
DeepSeek,
Mistral,
Copilot,
Meta AI,
Qwen.
How can brands improve their AEO?
Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.
Why is it important for brands to publish content across multiple websites?
Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.
Want this interpreted for your brand?
Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.