Debuly
BayesiaLab logo

BayesiaLab

Bayesian network software for machine learning, knowledge modeling, simulation and optimization, with an engine API

Paid

What is BayesiaLab?

BayesiaLab is desktop software from Bayesia for building, analyzing and deploying Bayesian networks. The company describes it as a lab-style workspace used by scientists and analysts for simulation, optimization, analytics, knowledge modeling and machine learning. The platform spans three kinds of programs: desktop software, web applications such as the WebSimulator for sharing interactive models without an install, and the Bayesia Engine API that developers use to embed models in other applications. BayesiaLab Professional can be licensed by rental, perpetual purchase with a separate maintenance and support subscription, or prepaid elastic licensing, where usage hours are deducted while the program runs and unused hours expire. An Academic Edition and an Education Package are limited to accredited institutions, and a Code Export Module and other extensions are sold separately. Prices for the main licenses are set in the Bayesia store; several store items show euro prices.

Use cases

  • Build Bayesian network models
  • Learn models from data with machine learning
  • Model expert knowledge
  • Run simulations on probabilistic models
  • Share interactive models in a browser
  • Embed models through an API
  • Teach Bayesian networks in a classroom

Who it's for

  • Researchers
  • Data scientists
  • Academic institutions
  • Analysts

Why use BayesiaLab

  • Covers modeling from data and from expert knowledge in one tool.
  • Licensing options include rental, perpetual purchase and pay-for-hours elastic plans.
  • The Engine API and WebSimulator let others use models without installing BayesiaLab.
  • Courses and an e-book are available for learning Bayesian networks.

BayesiaLab features

  • Bayesian network generation, analysis and deployment
  • Machine learning and knowledge modeling in one environment
  • Simulation and optimization on network models
  • WebSimulator for sharing interactive models without installation
  • Bayesia Engine API for embedding models in applications
  • Code Export Module
  • Professional licensing by rental, perpetual purchase or prepaid elastic hours
  • Academic Edition and Education Package for accredited institutions
  • Pre-recorded introductory and advanced courses

How to get started with BayesiaLab

  1. Choose a license type in the Bayesia store, or request a trial.
  2. Install BayesiaLab on your computer and load your data or encode expert knowledge.
  3. Build and analyze a Bayesian network, then run simulations and optimization.
  4. Share it through the WebSimulator or deploy it with the Bayesia Engine API.

BayesiaLab limitations

  • Academic Edition and Education Package are only for accredited academic institutions
  • Elastic licensing needs an internet connection to the global license server, and unused hours expire
  • Perpetual licenses need a separate subscription for maintenance, support and updates

BayesiaLab pricing

BayesiaLab has no free plan.

BayesiaLab plans

  • BayesiaLab Professional

    Price on vendor site

    Rental, perpetual purchase or prepaid elastic hours

    • Most complete edition
    • License rental
    • Perpetual license purchase
    • Prepaid elastic licensing
  • Academic Edition

    Price on vendor site

    • Accredited academic institutions only
    • License rental
    • Same functionality as Professional
  • BEKEE 1-Year

    €15,000.00

    • Expert knowledge elicitation module
    • One-year term

Plans as listed on the official pricing page on . Prices can change and may vary by country or exclude tax. Check the official pricing page.

BayesiaLab alternatives

The main BayesiaLab alternatives listed on Debuly are TensorFlow, Streamlit, Gradio, Gamma Technologies GT-SUITE, Alibaba Cloud Model Studio and FastChat. The table compares pricing and platforms; order is A–Z.

BayesiaLab compared with its alternatives
ToolPricingStarting pricePlatforms
BayesiaLabPaid—Desktop, Web, API
Alibaba Cloud Model StudioPaid$6/moWeb, API
FastChatOpen source—CLI, Web, API, Self-hosted
Gamma Technologies GT-SUITEContact sales—Web, Self-hosted
GradioOpen source—Web, API, Self-hosted, Python
StreamlitOpen source—Web
TensorFlowOpen source—Python, Web, Android, iOS
  1. Alibaba Cloud Model Studio

    Alibaba Cloud platform giving developers API access to Qwen and partner models for text, image, video and speech, billed per token or by subscription.

  2. FastChat

    Open platform for training, serving and evaluating LLM chatbots, with an OpenAI-compatible API and the code behind Chatbot Arena.

  3. Gamma Technologies GT-SUITE

    Multi-physics simulation software for engineers, with AI assistance and machine learning tools for building and analysing models.

  4. Gradio

    Open source Python library for turning machine learning models into web apps and demos that you can share by link.

  5. Streamlit

    Open-source Python framework that turns data scripts into shareable web apps without any front-end code.

  6. TensorFlow

    Open-source machine learning framework with Keras, TensorFlow.js, LiteRT and TFX for building and deploying models.

BayesiaLab FAQ

How much does BayesiaLab cost?

License prices are set in the Bayesia store and depend on the edition and license type. Store items shown include an introductory course at €990.00 and a BEKEE 1-Year module at €15,000.00.

What license options does BayesiaLab Professional have?

License rental, perpetual license purchase with a separate maintenance subscription, and prepaid elastic licensing based on usage hours.

Is there a free version of BayesiaLab?

The pages do not describe a free plan. A trial is linked from the store, and an Academic Edition exists for accredited institutions.

Does BayesiaLab have an API?

Yes. The Bayesia Engine API lets developers integrate Bayesia technology in external applications and deploy models built with BayesiaLab.

What are alternatives to BayesiaLab?

Alternatives for Bayesian network software include Netica, GeNIe, Hugin, AgenaRisk and Bayes Server. On Debuly, compare TensorFlow, Streamlit and Gradio.

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

  • Logo: from bayesia.com · fetched · Vendor trademark, used only to identify the product; removed on request
  • Cover: none collected yet, so a generated tile is shown.

Spot an error? Report an issue with this listing. We also remove a logo or image on the owner's request.