1
AkkioFreemium · To verify
No-code predictive AI for business teams.
Why as an alternative to Defog: free tier to test, paid at To verify for regular use.
The top 5
The best alternatives to Defog
2
ArizeFreemium · On request
Enterprise production ML observability platform.
Why as an alternative to Defog: free tier to test, paid at On request for regular use.
3
BigQuery MLPaid · Pay as you go
Native SQL ML module in Google BigQuery.
Why as an alternative to Defog: paid at Pay as you go from the start, no meaningful trial.
4
Databricks AIPaid · Pay as you go
Data lakehouse platform with ML and generative AI.
Why as an alternative to Defog: paid at Pay as you go from the start, no meaningful trial.
5
DataRobotPaid · On request
Leading enterprise AutoML platform.
Why as an alternative to Defog: paid at On request from the start, no meaningful trial.
Summary table
At-a-glance table
| Tool | Price | Model | Joute score |
|---|---|---|---|
| Defog (reference) | Pay as you go | Freemium | -- |
| Akkio | To verify | Freemium | -- |
| Arize | On request | Freemium | -- |
| BigQuery ML | Pay as you go | Paid | -- |
| Databricks AI | Pay as you go | Paid | -- |
| DataRobot | On request | Paid | -- |
Also worth knowing
Other alternatives in the same category
23 additional Data & analysis tools worth knowing. Less priority than the top 5, but useful depending on the case.
6
DataSquirrelData & analysisConversational AI data analysis for SMBs.—Score7
DeepnoteData & analysisCollaborative data notebook with AI copilot.—Score8
GalileoData & analysisEnterprise LLM evaluation and observability platform.—Score9
H2O.aiData & analysisOpen source ML platform, commercial Cloud version.—Score10
HexData & analysisCollaborative SQL and Python notebooks with AI.—Score11
Julius AIData & analysisAnalyze your data in natural language, charts included.—Score12
Looker AIData & analysisGoogle's Looker with Gemini Conversational Analytics.—Score13
MLflowData & analysisDatabricks' open source MLOps platform.—Score14
MonkeyLearnData & analysisNo-code text analysis, sentiment and classification.—Score15
MotherDuckData & analysisCloud-first managed DuckDB, AI-native analytics.—Score16
Neptune.aiData & analysisML experiment tracking and model registry.—Score17
NumerousData & analysisAI functions directly in Google Sheets and Excel.—Score18
Pecan AIData & analysisNo-code predictive analytics for marketing.—Score19
PolymerData & analysisAI dashboards from Google Sheets and Airtable.—Score20
Power BIData & analysisMicrosoft's BI tool with integrated Copilot assistant.—Score21
Qlik SenseData & analysisQlik BI with built-in Insight Advisor AI module.—Score22
RowsData & analysisModern spreadsheet with built-in analysis and AI.—Score23
SisenseData & analysisEnterprise BI with embedded Compose AI module.—Score24
Snowflake CortexData & analysisManaged AI suite native to Snowflake.—Score25
TableauData & analysisThe visualization standard, with an added AI layer.—Score26
ThoughtSpotData & analysisNatural language analytics, search across your data.—Score27
Vanna AIData & analysisOpen source text-to-SQL with customizable RAG.—Score28
VespaData & analysisYahoo's open source vector search engine.—Score
Frequently asked
Everything to know before switching
What is the best alternative to Defog in 2026?
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Akkio tops our ranking among the 28 alternatives identified in the Data & analysis category. The verdict shifts based on your profile and budget: we detail the top 5 above.
Is there a free alternative to Defog?
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Yes, MLflow is a real free alternative, databricks' open source mlops platform. Several other tools in the category offer a freemium tier.
Is Defog really the best in its category?
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Defog hasn't been fully tested by Joute yet. The ranking above is based on alternative scores -- use it as guidance, not a final verdict.
Why look for an alternative to Defog?
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Three common reasons: the price gets too high, the tool no longer covers a refined use case, or you want to de-risk your stack. The Data & analysis category is well-stocked in 2026 to find better or cheaper.