Best InstantML Alternatives in 2026

Updated October 2026

20 apps from ML experiment tracking software ranked against InstantML on the same published basis.

1
Comet Free plan apiLinuxMacself-hostedWeb $19/mo7.4
InstantML vs Comet
2
Weights & Biases Free plan apiiOSLinuxMacself-hosted $60/mo7.4
InstantML vs Weights & Biases
3
ClearML Free plan apiLinuxMacself-hostedWeb $15/mo7.2
InstantML vs ClearML
4
TensorBoard Free plan apiLinuxMacself-hostedWeb Free7.2
InstantML vs TensorBoard
5
ZenML Free plan apiLinuxMacself-hostedWeb $999/mo7.2
InstantML vs ZenML
6
MLRun Free plan apiLinuxMacself-hostedWeb Free7.1
InstantML vs MLRun
7
Trackio Free plan apiLinuxMacself-hostedWeb Free7.1
InstantML vs Trackio
8
GitLab Package Registry Free plan apiLinuxself-hostedWeb $2.42/mo7.0
InstantML vs GitLab Package Registry
9
Hopsworks AI Lakehouse Free plan apiLinuxself-hostedWeb Free7.0
InstantML vs Hopsworks AI Lakehouse
10
Amazon SageMaker Autopilot Free trial apiWeb 6.9
InstantML vs Amazon SageMaker Autopilot
11
DagsHub Free plan apiself-hostedWeb $99/mo6.9
InstantML vs DagsHub
12
Metaflow Free plan apiLinuxMacself-hostedWeb Free6.9
InstantML vs Metaflow
13
Databricks Notebooks Free plan Web Free6.8
InstantML vs Databricks Notebooks
14
Guild AI LinuxMacWebWin 6.7
InstantML vs Guild AI
15
OpenML Free plan apiWeb Free6.7
InstantML vs OpenML
16
MLflow GenAI Evaluation Free plan apiself-hostedWeb Free6.6
InstantML vs MLflow GenAI Evaluation
17
Polyaxon Free plan apiself-hostedWeb Free6.6
InstantML vs Polyaxon
18
Snowflake CoCo Free trial apiLinuxMacWebWin 6.5
InstantML vs Snowflake CoCo
19
FastTrackML apiLinuxMacself-hostedWeb 6.4
InstantML vs FastTrackML
20
Oríon LinuxMacWin 6.3
InstantML vs Oríon

InstantML alternatives compared

#	App	Score	Free plan	From	Runs on
1	Comet	7.4	Free plan	$19/mo	API, Linux, Mac, self-hosted, Web, Windows
2	Weights & Biases	7.4	Free plan	$60/mo	API, iOS, Linux, Mac, self-hosted, Web, Windows
3	ClearML	7.2	Free plan	$15/mo	API, Linux, Mac, self-hosted, Web, Windows
4	TensorBoard	7.2	Free plan	Free	API, Linux, Mac, self-hosted, Web, Windows
5	ZenML	7.2	Free plan	$999/mo	API, Linux, Mac, self-hosted, Web, Windows
6	MLRun	7.1	Free plan	Free	API, Linux, Mac, self-hosted, Web, Windows
7	Trackio	7.1	Free plan	Free	API, Linux, Mac, self-hosted, Web, Windows
8	GitLab Package Registry	7.0	Free plan	$2.42/mo	API, Linux, self-hosted, Web
9	Hopsworks AI Lakehouse	7.0	Free plan	Free	API, Linux, self-hosted, Web
10	Amazon SageMaker Autopilot	6.9	No	—	API, Web
11	DagsHub	6.9	Free plan	$99/mo	API, self-hosted, Web
12	Metaflow	6.9	Free plan	Free	API, Linux, Mac, self-hosted, Web
13	Databricks Notebooks	6.8	Free plan	Free	Web
14	Guild AI	6.7	No	—	Linux, Mac, Web, Windows
15	OpenML	6.7	Free plan	Free	API, Web
16	MLflow GenAI Evaluation	6.6	Free plan	Free	API, self-hosted, Web
17	Polyaxon	6.6	Free plan	Free	API, self-hosted, Web
18	Snowflake CoCo	6.5	No	—	API, Linux, Mac, Web, Windows
19	FastTrackML	6.4	No	—	API, Linux, Mac, self-hosted, Web, Windows
20	Oríon	6.3	No	—	Linux, Mac, Windows

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Questions about InstantML alternatives

What is the best alternative to InstantML?

Comet, number 1 in ML experiment tracking software with a score of 7.4 out of 10. The others here: Weights & Biases, ClearML, TensorBoard and 16 more.

What is the best free alternative to InstantML?

Comet is the best-ranked alternative with a free plan. 15 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: documentation depth, a free tier and the platforms it runs on.