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Best Vertex AI Vector Search Alternatives in 2026

Updated

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

  1. 1
    Comet Free plan apiLinuxMacself-hostedWeb $19/mo8.0
    Vertex AI Vector Search vs Comet
  2. 2
    Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo8.0
    Vertex AI Vector Search vs Weights & Biases
  3. 3
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.7
    Vertex AI Vector Search vs GitLab Package Registry
  4. 4
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.7
    Vertex AI Vector Search vs MLRun
  5. 5
    Amazon SageMaker Autopilot Free trial apiWeb 7.6
    Vertex AI Vector Search vs Amazon SageMaker Autopilot
  6. 6
    DagsHub Free plan apiself-hostedWeb $99/mo7.6
    Vertex AI Vector Search vs DagsHub
  7. 7
    Lamin Free plan apiself-hostedWeb $20/mo7.6
    Vertex AI Vector Search vs Lamin
  8. 8
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.3
    Vertex AI Vector Search vs ClearML
  9. 9
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.2
    Vertex AI Vector Search vs Trackio
  10. 10
    Databricks Notebooks Free plan Web Free7.1
    Vertex AI Vector Search vs Databricks Notebooks
  11. 11
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.1
    Vertex AI Vector Search vs Hopsworks AI Lakehouse
  12. 12
    InstantML Free plan apiWeb $199/mo7.0
    Vertex AI Vector Search vs InstantML
  13. 13
    Metaflow Free plan apiLinuxMacself-hostedWeb Free7.0
    Vertex AI Vector Search vs Metaflow
  14. 14
    mlop Free plan self-hostedWeb Free7.0
    Vertex AI Vector Search vs mlop
  15. 15
    Snowflake CoCo Free trial apiLinuxMacWebWin 7.0
    Vertex AI Vector Search vs Snowflake CoCo
  16. 16
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free7.0
    Vertex AI Vector Search vs TensorBoard
  17. 17
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.0
    Vertex AI Vector Search vs ZenML
  18. 18
    DVCLive Free plan api Free6.8
    Vertex AI Vector Search vs DVCLive
  19. 19
    MLflow GenAI Evaluation Free plan apiself-hostedWeb Free6.8
    Vertex AI Vector Search vs MLflow GenAI Evaluation
  20. 20
    Polyaxon Free plan apiself-hostedWeb Free6.8
    Vertex AI Vector Search vs Polyaxon

Vertex AI Vector Search alternatives compared

#PlatformScoreFree planFromRuns on
1Comet8.0Free plan$19/moAPI, Linux, Mac, self-hosted, Web, Windows
2Weights & Biases8.0Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
3GitLab Package Registry7.7Free plan$2.42/moAPI, Linux, self-hosted, Web
4MLRun7.7Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
5Amazon SageMaker Autopilot7.6No—API, Web
6DagsHub7.6Free plan$99/moAPI, self-hosted, Web
7Lamin7.6Free plan$20/moAPI, self-hosted, Web
8ClearML7.3Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
9Trackio7.2Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10Databricks Notebooks7.1Free planFreeWeb
11Hopsworks AI Lakehouse7.1Free planFreeAPI, Linux, self-hosted, Web
12InstantML7.0Free plan$199/moAPI, Web
13Metaflow7.0Free planFreeAPI, Linux, Mac, self-hosted, Web
14mlop7.0Free planFreeself-hosted, Web
15Snowflake CoCo7.0No—API, Linux, Mac, Web, Windows
16TensorBoard7.0Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
17ZenML7.0Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
18DVCLive6.8Free planFreeAPI
19MLflow GenAI Evaluation6.8Free planFreeAPI, self-hosted, Web
20Polyaxon6.8Free 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 8.0 out of 10. The others here: Weights & Biases, GitLab Package Registry, 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. 18 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on.