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Best Vertex AI Vector Search Alternatives in 2026

Updated

20 tools 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
    MLRun Free plan apiLinuxMacself-hostedWeb Free7.6
    Vertex AI Vector Search vs MLRun
  4. 4
    GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.5
    Vertex AI Vector Search vs GitLab Package Registry
  5. 5
    ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.4
    Vertex AI Vector Search vs ClearML
  6. 6
    Amazon SageMaker Autopilot Free trial apiWeb 7.3
    Vertex AI Vector Search vs Amazon SageMaker Autopilot
  7. 7
    DagsHub Free plan apiself-hostedWeb $99/mo7.3
    Vertex AI Vector Search vs DagsHub
  8. 8
    Lamin Free plan apiself-hostedWeb $20/mo7.3
    Vertex AI Vector Search vs Lamin
  9. 9
    TensorBoard Free plan apiLinuxMacself-hostedWeb Free7.3
    Vertex AI Vector Search vs TensorBoard
  10. 10
    Trackio Free plan apiLinuxMacself-hostedWeb Free7.3
    Vertex AI Vector Search vs Trackio
  11. 11
    Snowflake CoCo Free trial apiLinuxMacWebWin 7.2
    Vertex AI Vector Search vs Snowflake CoCo
  12. 12
    ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.2
    Vertex AI Vector Search vs ZenML
  13. 13
    Guild AI LinuxMacWebWin 7.1
    Vertex AI Vector Search vs Guild AI
  14. 14
    Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.1
    Vertex AI Vector Search vs Hopsworks AI Lakehouse
  15. 15
    Databricks Notebooks Free plan Web Free7.0
    Vertex AI Vector Search vs Databricks Notebooks
  16. 16
    Metaflow Free plan apiLinuxMacself-hostedWeb Free7.0
    Vertex AI Vector Search vs Metaflow
  17. 17
    InstantML Free plan apiWeb $199/mo6.9
    Vertex AI Vector Search vs InstantML
  18. 18
    mlop Free plan self-hostedWeb Free6.9
    Vertex AI Vector Search vs mlop
  19. 19
    DVCLive Free plan api Free6.7
    Vertex AI Vector Search vs DVCLive
  20. 20
    FastTrackML apiLinuxMacself-hostedWeb 6.7
    Vertex AI Vector Search vs FastTrackML

Vertex AI Vector Search alternatives compared

#ToolScoreFree 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
3MLRun7.6Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
4GitLab Package Registry7.5Free plan$2.42/moAPI, Linux, self-hosted, Web
5ClearML7.4Free plan$15/moAPI, Linux, Mac, self-hosted, Web, Windows
6Amazon SageMaker Autopilot7.3No—API, Web
7DagsHub7.3Free plan$99/moAPI, self-hosted, Web
8Lamin7.3Free plan$20/moAPI, self-hosted, Web
9TensorBoard7.3Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
10Trackio7.3Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
11Snowflake CoCo7.2No—API, Linux, Mac, Web, Windows
12ZenML7.2Free plan$999/moAPI, Linux, Mac, self-hosted, Web, Windows
13Guild AI7.1No—Linux, Mac, Web, Windows
14Hopsworks AI Lakehouse7.1Free planFreeAPI, Linux, self-hosted, Web
15Databricks Notebooks7.0Free planFreeWeb
16Metaflow7.0Free planFreeAPI, Linux, Mac, self-hosted, Web
17InstantML6.9Free plan$199/moAPI, Web
18mlop6.9Free planFreeself-hosted, Web
19DVCLive6.7Free planFreeAPI
20FastTrackML6.7No—API, Linux, Mac, self-hosted, Web, Windows
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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, MLRun, GitLab Package Registry and 16 more.

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

Comet is the best-ranked alternative with a free plan. 16 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.