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Energy · head to head

ABB Ability vs Cognite Data Fusion

ABB Ability logo

ABB Ability

Energy

Digital solutions for energy and automation

From
On request
Rated
-
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
-

The short version

  • Each has a real cost: ABB Ability the Internet Archive's capture of ABB Ability's page on 19 December 2021 showed it is sold only through a 'Find Your Sales Partner' channel across industry verticals (Automotive, Buildings, Data Centers, EV Charging, Manufacturing, Mining, Oil & Gas, Power, and others), with no price list published.; 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.
  • They diverge on capability: ABB Ability covers Asset health monitoring, Cognite Data Fusion covers Asset-centric data model.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which ABB Ability and Cognite Data Fusion actually diverge.

Attributes where ABB Ability and Cognite Data Fusion differ
AttributeABB AbilityCognite Data Fusion
PlatformsWeb, Mobile, ApiWeb, Cloud
Founded1988Unknown

Identical on both: starting price (On request), pricing model (quote), free tier (No), user rating (Not yet rated), category (Energy).

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 ABB Ability

  • Asset health monitoring
  • Predictive maintenance
  • Performance optimization
  • Energy management
  • Grid automation
  • Remote diagnostics
  • Advanced analytics
  • Digital twin technology

Only in Cognite Data Fusion

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

What people use each for

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

ABB Ability

  • Asset performance managementnot Cognite Data Fusion
  • Predictive maintenancenot Cognite Data Fusion
  • Grid optimizationnot Cognite Data Fusion
  • Energy efficiencynot Cognite Data Fusion

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 ABB Ability
  • A company standardising asset data across sites so an analytics team can build once and deploy to many plantsnot ABB Ability
  • An upstream operator building a production-optimisation model that needs sensor data joined to equipment metadatanot ABB Ability
  • A team replacing a stalled internal data-lake project where nobody could reconstruct what the tag names meantnot ABB Ability

Where each one falls short

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

ABB Ability

  • The Internet Archive's capture of ABB Ability's page on 19 December 2021 showed it is sold only through a 'Find Your Sales Partner' channel across industry verticals (Automotive, Buildings, Data Centers, EV Charging, Manufacturing, Mining, Oil & Gas, Power, and others), with no price list published.

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.

Pricing, plan by plan

ABB Ability

On request

No published plan breakdown. See the ABB Ability review.

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

Which should you pick?

Choose ABB Ability if

  • You need asset health monitoring.
  • You work on Web, Mobile, Api.
  • You also want predictive maintenance.

Choose Cognite Data Fusion if

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

Questions people ask

Is ABB Ability or Cognite Data Fusion better?
Neither clearly leads. ABB Ability starts at On request and Cognite Data Fusion at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, ABB Ability or Cognite Data Fusion?
ABB Ability starts at On request and Cognite Data Fusion at On request.
Does ABB Ability or Cognite Data Fusion run on more platforms?
ABB Ability runs on Web, Mobile, Api. Cognite Data Fusion runs on Web, Cloud.
What is ABB Ability best used for?
ABB Ability is most often used for asset performance management, predictive maintenance, grid optimization, energy efficiency. Of those, asset performance management and predictive maintenance are not what Cognite Data Fusion is typically brought in for.
What can ABB Ability do that Cognite Data Fusion cannot?
ABB Ability covers Asset health monitoring, Predictive maintenance, Performance optimization, Energy management. Cognite Data Fusion covers Asset-centric data model, Entity matching, P&ID parsing, 3D contextualisation.

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.

Cognite Data Fusion: How is it priced?

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

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.

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.

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