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Energy · head to head

Cognite Data Fusion vs Leonardo AI

Cognite Data Fusion logo

Cognite Data Fusion

Energy

Industrial data platform that contextualises OT, IT and engineering data into an asset-centric knowledge graph

From
On request
Rated
-
Full reviewWebsite
Leonardo AI logo

Leonardo AI

AI

AI-powered creative suite for image generation

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Leonardo AI has a free tier, so it costs nothing to try first.
  • Each has a real cost: Cognite Data Fusion the platform is only as good as the contextualisation work, and that mapping effort is a consulting project that regularly costs more than the first-year subscription.; Leonardo AI video generation trails specialized video tools like Pika, with no native timeline editing or motion interpolation
  • They diverge on capability: Cognite Data Fusion covers Asset-centric data model, Leonardo AI covers Text-to-image.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Cognite Data Fusion and Leonardo AI actually diverge.

Attributes where Cognite Data Fusion and Leonardo AI differ
AttributeCognite Data FusionLeonardo AI
Starting priceOn requestFree
Pricing modelquoteUnknown
Free tierNoYes
PlatformsWeb, CloudWeb, API
CategoryEnergyAI
FoundedUnknown2022

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 Cognite Data Fusion

  • Asset-centric data model
  • Entity matching
  • P&ID parsing
  • 3D contextualisation
  • Cognite Atlas AI
  • Data workflows
  • Open SDKs
  • Extractors

Only in Leonardo AI

  • Text-to-image
  • Model training
  • Canvas editor
  • Motion generation
  • API access
  • Photoshop plugin
  • Web support
  • Api support

What people use each for

The jobs each tool is most often brought in to do.

Cognite Data Fusion

  • An operator that wants engineers to find the drawing, the sensor trend and the last work order for a valve from one searchnot Leonardo AI
  • A company standardising asset data across sites so an analytics team can build once and deploy to many plantsnot Leonardo AI
  • An upstream operator building a production-optimisation model that needs sensor data joined to equipment metadatanot Leonardo AI
  • A team replacing a stalled internal data-lake project where nobody could reconstruct what the tag names meantnot Leonardo AI

Leonardo AI

  • ai tools managementnot Cognite Data Fusion
  • Workflow automationnot Cognite Data Fusion
  • Reportingnot Cognite Data Fusion

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Cognite Data Fusion

  • The platform is only as good as the contextualisation work, and that mapping effort is a consulting project that regularly costs more than the first-year subscription.
  • Pricing is consumption-based and unpublished, so costs move with data volume and usage patterns you cannot forecast well until a year in.
  • It does not replace your historian, your ERP or your maintenance system, so Cognite is an additional recurring cost layered on systems you still pay for.
  • The reference base and data model lean heavily towards Norwegian and wider oil, gas and process industries; discrete manufacturing fit is weaker and the local partner network thinner outside energy.
  • Getting value out requires in-house Python and data engineering skill; organisations without a data team end up dependent on Cognite professional services for every new use case.

Leonardo AI

  • Video generation trails specialized video tools like Pika, with no native timeline editing or motion interpolation
  • Credits consume rapidly for professional use, particularly at 4K resolution
  • Limited traditional image editing tools compared to desktop software
  • Image quality and consistency inconsistent compared to some competitors on certain prompt types
  • Advanced features requiring custom model training add complexity and cost

Pricing, plan by plan

Cognite Data Fusion

On request
  • Cognite Data Fusion$undefined/year
    • Consumption-based pricing on data volume, compute and users
    • Available through cloud marketplaces with private offers
    • Contextualisation and onboarding quoted as a separate engagement

Leonardo AI

Free
  • Essential$12/month
    • 8,500 monthly tokens
    • Fine-tuned models
    • Image-to-image
  • Premium$30/month
    • Unlimited relaxed generation on Phoenix and Lucid Origin models
    • Faster generation speed
    • Advanced options
  • Ultimate$60/month
    • 60,000 monthly tokens
    • Maximum concurrent jobs
    • Highest priority generation queue

Which should you pick?

Choose Cognite Data Fusion if

  • You need asset-centric data model.
  • You work on Web, Cloud.
  • You also want entity matching.
Cognite Data Fusion review

Choose Leonardo AI if

  • You need text-to-image.
  • You want to start without paying.
  • You work on Web, API.
  • You also want model training.
Leonardo AI review

Questions people ask

Is Cognite Data Fusion or Leonardo AI better?
Neither clearly leads. Cognite Data Fusion starts at On request and Leonardo AI at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cognite Data Fusion or Leonardo AI?
Leonardo AI has a free tier; the other does not. Paid plans start at On request for Cognite Data Fusion and Free for Leonardo AI.
Does Cognite Data Fusion or Leonardo AI run on more platforms?
Cognite Data Fusion runs on Web, Cloud. Leonardo AI runs on Web, API.
Can I use Leonardo AI for free?
Yes. Leonardo AI has a free tier, so you can try it without paying. Cognite Data Fusion starts at On request.
What is Cognite Data Fusion best used for?
Cognite Data Fusion is most often used for an operator that wants engineers to find the drawing, the sensor trend and the last work order for a valve from one search, a company standardising asset data across sites so an analytics team can build once and deploy to many plants, an upstream operator building a production-optimisation model that needs sensor data joined to equipment metadata, a team replacing a stalled internal data-lake project where nobody could reconstruct what the tag names meant. Of those, an operator that wants engineers to find the drawing, the sensor trend and the last work order for a valve from one search and a company standardising asset data across sites so an analytics team can build once and deploy to many plants are not what Leonardo AI is typically brought in for.
What can Cognite Data Fusion do that Leonardo AI cannot?
Cognite Data Fusion covers Asset-centric data model, Entity matching, P&ID parsing, 3D contextualisation. Leonardo AI covers Text-to-image, Model training, Canvas editor, Motion generation.

Answered from the vendors’ own pages

Cognite Data Fusion: Is Cognite a historian?

No. It reads from historians such as PI System and adds context. You still need the historian underneath.

Leonardo AI: Does Leonardo AI grant commercial rights to generated images?

Yes. All Leonardo AI plans grant full ownership and unrestricted commercial rights to generated images, allowing creators to sell AI-generated art and use outputs in commercial products.

Source
Cognite Data Fusion: How is it priced?

Consumption-based on data, compute and users, quoted per customer. Nothing is published.

Leonardo AI: How does Leonardo's Real-Time Canvas work?

The Real-Time Canvas is a freeform workspace where images generate as you draw, type prompts, or add elements, updating the output approximately every 2 seconds per stroke, supporting inpainting, outpainting, and composite editing.

Source
Cognite Data Fusion: How long does a deployment take?

First useful graph in a few months is realistic; full plant contextualisation across a site is typically a year or more.

Leonardo AI: What models does Leonardo AI offer beyond its own?

Leonardo API supports both in-house models (Phoenix, Lucid Origin, Lucid Realism) and third-party models including FLUX.1, Ideogram 3.0, GPT Image, Kling, Veo, and others under a unified pay-as-you-go API surface.

Source
Cognite Data Fusion: Can we do the contextualisation ourselves?

Technically yes, the SDKs and matching tools are open, but most customers use Cognite or a partner for the first site.

Leonardo AI: What is included in the free tier?

The free plan provides 150 tokens per day enabling hundreds of images per month, but outputs are non-commercial only; paid plans starting at $12/month unlock commercial rights and higher token allocations.

Source
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