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Alternatives · 2026

The best BigML alternatives

The rest of Best Predictive Analytics Software, in this site's order: each with what it costs, where it runs and its record score.

1
KNIME Analytics Platform

The free desktop platform suits people building data workflows for personal use.

WindowsMacLinux $19 a month Record5.6 Visit
2
MLJAR AutoML

It suits users building supervised models from tabular data who want configurable automation and experiment summaries.

WebWindowsMac+2 $20 a month Record5.6 Visit
3
Neural Designer

It suits data scientists, educators, researchers, and teams building neural-network models across engineering, life sciences, medicine, and business.

WindowsMacLinux $2,495 a year Record5.6 Visit
4
PyCaret

PyCaret suits Python users who want to automate model experiments across supported machine-learning tasks.

WebWindowsMac+3 Free plan Record5.6 Visit
5
Weka

Weka may suit users who want free, open-source machine-learning software with a Java API or notebook workflow.

WindowsMacLinux+2 Free plan Record5.6 Visit
6
Aible

Aible is designed for business users and enterprise teams, including people without specialized AI knowledge.

WebSelf-hosted $1,000 a year Record5.3 Visit
7
AutoGluon

AutoGluon suits Python users building predictive models from tabular, time-series or multimodal data.

WindowsMacLinux+1 Free plan Record4.9 Visit
8
Obviously AI

It may suit individuals, hobbyists, and non-profits seeking predictive models from structured data, as the Free plan is described for those audiences.

WebAPI Free plan Record4.8 Visit
9
Oracle WebCenter Content

It suits organizations managing documents and records across business processes, particularly those with imaging, capture, and retention needs.

AndroidiPhone & iPadWeb+4 — Record4.8 Visit
10
Orange Data Mining

Orange may suit beginners, data scientists, and people learning data science in schools, universities, or professional training.

WindowsMacLinux Free plan Record4.8 Visit
11
FLAML

FLAML suits developers and data scientists who need automated model selection, tuning, forecasting, ranking, or language-model adaptation.

WindowsMacLinux+2 Free plan Record4.6 Visit
12 WindowsMacLinux+1 Free plan Record4.6 Visit
13 MacLinuxSelf-hosted Free plan Record4.6 Visit
14 WebWindowsMac+3 — Record4.5 Visit
15
DataRobot

It suits enterprises developing and governing AI, especially organizations in regulated industries.

WebLinuxAPI+1 — Record4.4 Visit
16 WindowsLinuxAPI+1 $199 a month, billed yearly Record4.4 Visit
17 Web $349 a month, billed yearly Record4.3 Visit
18
Anaplan

Anaplan is presented for organizations coordinating plans across functions such as finance, sales, supply chain, HR, and retail.

AndroidiPhone & iPadWeb+1 — Record4.2 Visit
19
auto-sklearn

It suits people building classification or regression models on Linux who want automated fitting and ensemble construction.

LinuxAPISelf-hosted Free plan Record4.2 Visit
20
Vertex AI Vector Search

It suits teams building search, recommendation, generative AI, chatbot, or multimodal applications through cloud APIs.

WebAPI — Record3.8 Visit
21 WebAPISelf-hosted — Record3.7 Visit
22
Peak

Peak is designed for inventory-intensive businesses, including retailers and manufacturers working on inventory or pricing decisions.

WebAPI — Record3.7 Visit
23 Web — Record3.7 Visit
24
RELEX Demand Planning

This solution suits manufacturers planning demand, production, and distribution using detailed forecasts and scenarios.

Web — Record3.7 Visit