UserFlux vs Shaped AI
Shaped AI offers a managed recommendation and search API powered by machine learning models. UserFlux takes a broader approach: a composable, warehouse-native CDP that delivers recommendations, search, analytics, automation, and personalization from a single SDK — all powered by your own ClickHouse data.
Key differences between UserFlux and Shaped AI.
Full CDP vs point solution
Shaped AI focuses specifically on recommendations and search ranking. UserFlux provides those capabilities alongside analytics, automation, identity resolution, and personalization — eliminating the need to stitch together multiple vendors.
Unified search & personalization vs standalone API
Shaped AI provides a search and recommendations API that operates on data you send it. UserFlux delivers search and recommendations natively from your warehouse, with personalization informed by the full customer profile — behavioural data, segments, and real-time context.
Agentic intelligence vs model-per-use-case
Shaped AI trains separate models for each recommendation surface. UserFlux's agentic personalization engine autonomously adapts search results, recommendations, and content across every touchpoint using a unified understanding of each user.
Transparent pricing vs request-based billing
Shaped AI prices by API requests and model training runs. UserFlux uses transparent, usage-based pricing across all features — analytics, search, recommendations, and automation — with $150 in free credits and no hidden platform fees.
Feature-by-feature comparison.
See how UserFlux and Shaped AI differ across search, recommendations, data architecture, and platform capabilities.
| Feature | Shaped AI | UserFlux |
|---|---|---|
| Search & Discovery | ||
| Full-text search API | ||
| Personalized search ranking | ||
| Typo tolerance & synonyms | ML-based ranking, less configurable | |
| Faceted filtering | ||
| Recommendations | ||
| Collaborative filtering | ||
| Content-based recommendations | ||
| Real-time recommendation updates | ||
| Cross-channel recommendations | API-only, no channel orchestration | Recommendations across web, email, and push |
| Data & Architecture | ||
| Warehouse-native (no data duplication) | Requires data export to Shaped | Queries your ClickHouse directly |
| Bring your own ClickHouse | ||
| Single SDK for all features | Search & recs API only | One SDK for analytics, search, recs, automation |
| Identity resolution | ||
| Analytics & Activation | ||
| Built-in product analytics | ||
| Audience segmentation | ||
| Marketing automation / journeys | ||
| Agentic personalization | ||
| Pricing & Value | ||
| Usage-based pricing | Per-request and model training fees | Pay only for features you use |
| Free tier with credits | Limited free tier | $150 free credits |
| No hidden platform fees | ||
| Transparent pricing calculator | ||
Which platform is right for you?
Choose Shaped AI if you...
- Need a dedicated, ML-first recommendation engine as a standalone service
- Already have a CDP and analytics stack and only need search ranking
- Want to experiment with ML-based recommendations without a full platform migration
- Prefer a focused API for a single use case like product recommendations
Choose UserFlux if you...
- Want search, recommendations, analytics, and automation in one platform
- Use ClickHouse (or want to) and need a warehouse-native approach
- Need personalization informed by the full customer profile, not just interaction data
- Want agentic personalization that adapts autonomously across every touchpoint
- Prefer transparent pricing across all features with $150 free credits to start
Frequently Asked Questions
Get started today with $150 credits
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