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Best Vertex AI Vector Search Alternatives in 2026

Updated

20 apps from ML experiment tracking software ranked against Vertex AI Vector Search on the same published basis.

  1. 1
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo6.7
    Vertex AI Vector Search vs Comet
  2. 2
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo6.7
    Vertex AI Vector Search vs Weights & Biases
  3. 3
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo6.6
    Vertex AI Vector Search vs ClearML
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free6.6
    Vertex AI Vector Search vs MLRun
  5. 5
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free6.6
    Vertex AI Vector Search vs TensorBoard
  6. 6
    Trackio Free plan apiLinuxMacself-hostedWeb Free6.6
    Vertex AI Vector Search vs Trackio
  7. 7
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo6.6
    Vertex AI Vector Search vs ZenML
  8. 8
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo6.5
    Vertex AI Vector Search vs GitLab Package Registry
  9. 9
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free6.5
    Vertex AI Vector Search vs Hopsworks AI Lakehouse
  10. 10
    Metaflow Free plan apiLinuxMacself-hostedWeb Free6.5
    Vertex AI Vector Search vs Metaflow
  11. 11
    Amazon SageMaker Autopilot Free trial apiWeb 6.4
    Vertex AI Vector Search vs Amazon SageMaker Autopilot
  12. 12
    DagsHub Free plan apiself-hostedWeb $99/mo6.4
    Vertex AI Vector Search vs DagsHub
  13. 13
    Databricks Notebooks Free plan Web Free6.4
    Vertex AI Vector Search vs Databricks Notebooks
  14. 14
    InstantML Free plan apiWeb $199/mo6.4
    Vertex AI Vector Search vs InstantML
  15. 15
    Lamin Free plan apiself-hostedWeb $20/mo6.4
    Vertex AI Vector Search vs Lamin
  16. 16
    mlop Free plan self-hostedWeb Free6.4
    Vertex AI Vector Search vs mlop
  17. 17
    DVCLive Free plan api Free6.3
    Vertex AI Vector Search vs DVCLive
  18. 18
    MLflow GenAI Evaluation Free plan apiself-hostedWeb Free6.3
    Vertex AI Vector Search vs MLflow GenAI Evaluation
  19. 19
    OpenML Free plan apiWeb Free6.3
    Vertex AI Vector Search vs OpenML
  20. 20
    Polyaxon Free plan apiself-hostedWeb Free6.3
    Vertex AI Vector Search vs Polyaxon

Vertex AI Vector Search alternatives compared

#AppScoreFree planFromRuns on
1Comet6.7Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
2Weights & Biases6.7Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
3ClearML6.6Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
4MLRun6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5TensorBoard6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
6Trackio6.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
7ZenML6.6Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
8GitLab Package Registry6.5Free plan$2.42/moAPI, Linux, self-hosted, Web
9Hopsworks AI Lakehouse6.5Free planFreeAPI, Linux, self-hosted, Web
10Metaflow6.5Free planFreeAPI, Linux, Mac, self-hosted, Web
11Amazon SageMaker Autopilot6.4No—API, Web
12DagsHub6.4Free plan$99/moAPI, self-hosted, Web
13Databricks Notebooks6.4Free planFreeWeb
14InstantML6.4Free plan$199/moAPI, Web
15Lamin6.4Free plan$20/moAPI, self-hosted, Web
16mlop6.4Free planFreeself-hosted, Web
17DVCLive6.3Free planFreeAPI
18MLflow GenAI Evaluation6.3Free planFreeAPI, self-hosted, Web
19OpenML6.3Free planFreeAPI, Web
20Polyaxon6.3Free planFreeAPI, self-hosted, Web
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Questions about Vertex AI Vector Search alternatives

What is the best alternative to Vertex AI Vector Search?

Comet, number 1 in ML experiment tracking software with a score of 6.7 out of 10. The others here: Weights & Biases, ClearML, MLRun and 16 more.

What is the best free alternative to Vertex AI Vector Search?

Comet is the best-ranked alternative with a free plan. 19 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked free-and-open first: a usable free tier and open-source code, then the platforms it runs on and its documentation.