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Comparison · 2026
Shaped vs Stream.Estate
Shaped vs Stream.Estate: side-by-side comparison of pricing, ratings, and features on SoftwareVital (2026).
Pricing models differ: Shaped is free, Stream.Estate is enterprise. Feature lists share 0 overlapping items across the two listings.
free
Shaped is a search and recommendation platform for ML engineers building ranking models and personalized results with real-time learning.
VS
enterprise
Property data API for real estate platforms, with analytics and real-time updates for developers building property search and data tools.
Side-by-side
| Attribute | Shaped | Stream.Estate |
|---|---|---|
| Rating | — | — |
| Reviews | — | — |
| Pricing | free | enterprise |
| Votes | 0 | 0 |
| Category | AI API | AI API |
Features checklist
| Feature | Shaped | Stream.Estate |
|---|---|---|
| Unified search and recommendations system | ||
| AI-native foundation with transformer models and real-time learning loops | ||
| Designed for ML engineers with full control and extensibility | ||
| Supports rapid experimentation with ranking strategies | ||
| Cold-start and multi-modal understanding | ||
| Easy setup with direct integration to existing data sources | ||
| Additional items: ���0.003/item | ||
| Additional items: ���0.002/item | ||
| Additional items: ���0.0015/item | ||
| 24/7 dedicated support on Slack���0.01 /item Pay as you go For variable usage patterns | ||
| Pay only for what you use | ||
| Standard support |