# Algolia Recommend vs TensorFlow Recommenders

| Attribute | Algolia Recommend | TensorFlow Recommenders |
|---|---|---|
| **Vioscale score** | 22.4 (3% (low)) | 32.9 (21% (low)) |
| activity.commits_last_30d | - | 0 |
| adoption.dependent_repos | - | 32 |
| adoption.github_stars | - | 2,027 |
| deployment.options | `{"cloud":true}` | - |
| description.long | A machine learning recommendation service that processes user interaction data and automatically generates personalized product and content suggestions. The platform continuously retrains models and provides analytics to measure performance through clicks, conversions, and revenue metrics. | TensorFlow Recommenders is a library for constructing recommender systems that handles the complete workflow from data preparation through model evaluation and deployment, built on Keras. |
| integrations.count | 5 | - |
| integrations.list | `[{"name":"DeepL"},{"name":"Stripe"},{"name":"HubSpot"},{"name":"OpenWeather"},{"name":"PayPal"}]` | - |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | - |
| pricing | - | `{"type":"open_source","summary":"Free, open-source library","freeTier":true,"sourceUrl":"https://www.tensorflow.org/recommenders","retrievedAt":"2026-08-20T14:03:46.221Z"}` |
| pricing.free_tier | - | yes |
| pricing.model | commercial | open_source |
| pricing.price_level | - | free |
| pricing.transparent | - | yes |
| release.cadence_days | - | 33 |
| release.history | - | `[{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.7","date":"2026-01-23T01:29:41Z","type":"stable","version":"v0.7.7"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.6","date":"2026-01-07T22:14:09Z","type":"stable","version":"v0.7.6"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.5","date":"2025-11-25T23:45:32Z","type":"stable","version":"v0.7.5"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.4","date":"2025-11-10T18:56:52Z","type":"stable","version":"v0.7.4"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.3","date":"2023-02-03T02:08:24Z","type":"stable","version":"v0.7.3"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.2","date":"2022-09-28T22:56:14Z","type":"stable","version":"v0.7.2"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.1","date":"2022-07-12T23:32:26Z","type":"stable","version":"v0.7.1"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.7.0","date":"2022-07-12T16:40:05Z","type":"stable","version":"v0.7.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.6.0","date":"2021-08-23T23:20:47Z","type":"stable","version":"v0.6.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.5.2","date":"2021-07-16T21:22:22Z","type":"stable","version":"v0.5.2"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.5.1","date":"2021-05-17T16:31:38Z","type":"stable","version":"v0.5.1"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.5.0","date":"2021-05-07T17:47:08Z","type":"stable","version":"v0.5.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.4.0","date":"2021-01-20T22:51:14Z","type":"stable","version":"v0.4.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.3.2","date":"2020-12-22T19:21:09Z","type":"stable","version":"v0.3.2"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.3.1","date":"2020-12-22T18:48:27Z","type":"stable","version":"v0.3.1"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.3.0","date":"2020-11-19T01:39:42Z","type":"stable","version":"v0.3.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.2.0","date":"2020-10-15T20:06:55Z","type":"stable","version":"v0.2.0"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.1.3","date":"2020-09-22T21:54:59Z","type":"stable","version":"v0.1.3"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.1.2","date":"2020-09-17T17:20:15Z","type":"stable","version":"v0.1.2"},{"url":"https://github.com/tensorflow/recommenders/releases/tag/v0.1.1","date":"2020-09-17T00:54:15Z","type":"stable","version":"v0.1.1"}]` |
| security.gdpr | yes | - |
| security.scorecard | - | 3.9 |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=tensorflow-recommenders&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (Recommendation Engines)

| Capability | Algolia Recommend | TensorFlow Recommenders |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Realtime serving | - | - |
| Realtime ingestion | - | - |
| Cold start handling | - | - |
| Explainability | - | - |
| Built in ab testing | - | - |
| Open source | - | - |
| SOC2 | - | - |
| Multi tenant isolation | - | - |

*Source: Vioscale. Generated 2026-09-01T17:17:26.026Z. "-" = undocumented, not absent.*