Energy · head to head
Novity vs Weka

Novity
Energy
Hybrid physics and machine learning prognostics that estimate remaining useful life for process equipment
- From
- On request
- Rated
- -
The short version
- Only Weka has a free tier, so it costs nothing to try first.
- Each has a real cost: Novity novity is a small venture-backed company with a strategic investor rather than a profitable business, so continuity risk is real and the Tokyo Gas investment signals a likely eventual acquisition that would reset the roadmap.; Weka the package management system needs an internet connection to download and install packages, so an air-gapped install gets only the core distribution
- They diverge on capability: Novity covers TruPrognostics engine, Weka covers Classification.
- Prices and features above were last checked on 1 September 2026.
Where they differ
Only the attributes on which Novity and Weka actually diverge.
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Novity
- TruPrognostics engine
- Cold-start modelling
- Fault mode diagnosis
- Remaining useful life
- Existing sensor reuse
- Recommended actions
- Historian connectors
- Asset class libraries
Only in Weka
- Classification
- Regression
- Clustering
- Association rules
- Feature selection
- Java
- R
- Python
What people use each for
The jobs each tool is most often brought in to do.
Novity
- A gas processing plant that needs a defensible time-to-failure number before deferring a turnaroundnot Weka
- An LNG terminal with critical compressors and no run-to-failure history to train a conventional modelnot Weka
- A wastewater operator whose existing vibration alarms are ignored because they carry no severity or horizonnot Weka
- A generator operator supplying data centre load where an unplanned trip carries contractual penaltiesnot Weka
Weka
- Teaching and exploring classic machine learning algorithms through a GUInot Novity
- Running data mining experiments and preprocessing without writing codenot Novity
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Novity
- Novity is a small venture-backed company with a strategic investor rather than a profitable business, so continuity risk is real and the Tokyo Gas investment signals a likely eventual acquisition that would reset the roadmap.
- Physics-based models must be configured per equipment class, so each new asset type is an engineering engagement rather than a configuration screen, and rollout speed is limited by Novitys own capacity.
- Prognostics depend on the quality and sampling rate of your historian data; plants recording ten-minute averages will not get useful remaining-useful-life estimates without new instrumentation.
- Nothing about pricing is published and there is no self-service entry point, so evaluation always starts with a sales-led pilot on a handful of assets.
- The deployment footprint is concentrated in oil and gas, LNG and water, so reference customers and pre-built asset models outside those industries are limited.
Weka
- The package management system needs an internet connection to download and install packages, so an air-gapped install gets only the core distribution
- Weka is split into a stable 3.8 branch that receives only bug fixes and compatibility-safe upgrades and a 3.9 development branch that may receive features that break compatibility
- Weka requires a 64-bit Java VM; the bundled installers ship Bellsoft OpenJDK 25 per platform and architecture
Pricing, plan by plan
Novity
On request- TruPrognostics$undefined/year
- Quoted per asset class and monitored equipment count
- Model configuration and commissioning quoted as a project
- Typically an annual subscription tied to a pilot then a rollout
Weka
Free- Open SourceFree
- All ML algorithms
- GUI and CLI
- Java API
Which should you pick?
Choose Novity if
- You need truprognostics engine.
- You work on Web, Cloud.
- You also want cold-start modelling.
Choose Weka if
- You need classification.
- You want to start without paying.
- You work on Linux, Mac, Windows.
- You also want regression.
Questions people ask
- Is Novity or Weka better?
- Neither clearly leads. Novity starts at On request and Weka at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Novity or Weka?
- Weka has a free tier; the other does not. Paid plans start at On request for Novity and Free for Weka.
- Does Novity or Weka run on more platforms?
- Novity runs on Web, Cloud. Weka runs on Linux, Mac, Windows.
- Can I use Weka for free?
- Yes. Weka has a free tier, so you can try it without paying. Novity starts at On request.
- What is Novity best used for?
- Novity is most often used for a gas processing plant that needs a defensible time-to-failure number before deferring a turnaround, an lng terminal with critical compressors and no run-to-failure history to train a conventional model, a wastewater operator whose existing vibration alarms are ignored because they carry no severity or horizon, a generator operator supplying data centre load where an unplanned trip carries contractual penalties. Of those, a gas processing plant that needs a defensible time-to-failure number before deferring a turnaround and an lng terminal with critical compressors and no run-to-failure history to train a conventional model are not what Weka is typically brought in for.
- What can Novity do that Weka cannot?
- Novity covers TruPrognostics engine, Cold-start modelling, Fault mode diagnosis, Remaining useful life. Weka covers Classification, Regression, Clustering, Association rules.
Answered from the vendors’ own pages
Novity: What does Novity actually output?
A named failure mode and an estimated remaining useful life with a confidence band, not just an anomaly alert.
Weka: What is the cost of Weka software?
Weka is provided at no cost as open-source software released under the GNU General Public License, making it freely available for download and use.
SourceNovity: Do we need failure history to train it?
No. The physics component is what lets it produce useful prognostics on equipment with little or no run-to-failure data.
Weka: Are there commercial licensing options available?
Yes, the project offers information about commercial licenses for organizations requiring non-GPL terms, which can be found in their commercial applications documentation.
SourceNovity: Do we need new sensors?
Often not. It reads from your existing historian, but low sampling rates or missing measurements can require additional instrumentation.
Weka: What support resources are available to users?
Multiple support avenues exist including comprehensive documentation, frequently asked questions, dedicated help resources, and access to courses for learning the platform.
SourceNovity: Who backs the company?
It was spun out of Xerox PARC and took a strategic investment from Acario Innovation, the venture arm of Tokyo Gas, in 2026.
Weka: Is source code access provided?
Yes, developers have full access to source code through the Git repository, along with development documentation and code credits for contributors.
SourceRelated pages
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