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Manufacturing · head to head

Oqton vs Seeq

Oqton logo

Oqton

Manufacturing

3D Systems manufacturing operating system for additive, narrowed after Geomagic was sold to Hexagon

From
On request
Rated
-
Full reviewWebsite
Seeq logo

Seeq

Manufacturing

Self-service analytics for process manufacturing time-series data sitting on top of existing historians

From
On request
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Oqton 3D Systems sold the Geomagic portfolio to Hexagon in April 2025, so buyers who chose Oqton for an end-to-end scanning-to-production suite now deal with two separate vendors and two roadmaps.; Seeq named-user pricing suits a small core team but scales badly: a site wanting a hundred engineers with occasional access pays for a hundred licences that mostly sit idle, which is why deployments often stay artificially narrow.
  • They diverge on capability: Oqton covers Manufacturing OS, Seeq covers Query in place.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Oqton and Seeq actually diverge.

Attributes where Oqton and Seeq differ
AttributeOqtonSeeq
PlatformsWeb, Windows, APIWeb, Cloud, On-premise, Windows, Linux

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

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 Oqton

  • Manufacturing OS
  • Build preparation
  • Machine connectivity
  • Traceability
  • Automated nesting
  • Quality data

Only in Seeq

  • Query in place
  • Capsules
  • Asset trees
  • Seeq Data Lab
  • Organizer
  • Multi-source joins

What people use each for

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

Oqton

  • A metal additive production site scheduling builds across several machines rather than per operatornot Seeq
  • A dental manufacturer needing batch to part traceability for regulated devicesnot Seeq
  • A 3D Systems printer customer moving from prototyping to serial productionnot Seeq
  • A factory automating build nesting to raise platform utilisationnot Seeq

Seeq

  • A pharmaceutical plant comparing hundreds of batches against a golden batch profile without exporting historian data into spreadsheetsnot Oqton
  • A reliability engineer investigating why a compressor trips, needing to overlay vibration, process and maintenance data across two years of historynot Oqton
  • Refinery process engineers building a recurring shift report that pulls live values rather than being rebuilt by hand each weeknot Oqton
  • A site whose data lake project has stalled and that needs engineers analysing plant history now, without waiting for an ingestion pipelinenot Oqton

Where each one falls short

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

Oqton

  • 3D Systems sold the Geomagic portfolio to Hexagon in April 2025, so buyers who chose Oqton for an end-to-end scanning-to-production suite now deal with two separate vendors and two roadmaps.
  • No pricing is published, and licensing is split between the manufacturing OS and separately licensed build preparation modules, so the quoted figure is rarely the full cost.
  • Support is deepest on 3D Systems hardware despite multi-vendor claims, so a mixed fleet gets uneven data capture and control.
  • The parent company has been under financial pressure and has already divested a major software line, which is a genuine continuity risk for a system running a production floor.
  • It is additive-only, so a manufacturer with mixed processes needs a conventional MES alongside it and an integration between the two.

Seeq

  • Named-user pricing suits a small core team but scales badly: a site wanting a hundred engineers with occasional access pays for a hundred licences that mostly sit idle, which is why deployments often stay artificially narrow.
  • Seeq inherits whatever quality exists in the historian, so plants with unstructured tag names and no asset model spend real effort building asset trees in Seeq that should have been fixed upstream.
  • Certain historian connectors are charged separately, so the licence quote and the actual cost of connecting your specific data sources are two different numbers.
  • It is analysis, not control or action; findings still have to be carried into a CMMS or a control change by hand, so value depends on a workflow Seeq does not provide.
  • The product assumes competent process engineers. Organisations without that skill in-house get little from it, because Seeq deliberately does not ship prebuilt failure models the way condition monitoring vendors do.

Pricing, plan by plan

Oqton

On request
  • Oqton Industrial Manufacturing OS$undefined/year
    • Annual subscription quoted by 3D Systems
    • Priced on connected machines and sites
    • Build preparation modules licensed separately

Seeq

On request
  • Seeq$undefined/year
    • Licensed per named user, not per tag
    • Separate charges for certain historian connectors
    • Cloud-hosted and self-hosted deployments quoted differently

Which should you pick?

Choose Oqton if

  • You need manufacturing os.
  • You work on Web, Windows, API.
  • You also want build preparation.
Oqton review

Choose Seeq if

  • You need query in place.
  • You work on Web, Cloud, On-premise, Windows, Linux.
  • You also want capsules.
Seeq review

Questions people ask

Is Oqton or Seeq better?
Neither clearly leads. Oqton starts at On request and Seeq at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Oqton or Seeq?
Oqton starts at On request and Seeq at On request.
Does Oqton or Seeq run on more platforms?
Oqton runs on Web, Windows, API. Seeq runs on Web, Cloud, On-premise, Windows, Linux.
What is Oqton best used for?
Oqton is most often used for a metal additive production site scheduling builds across several machines rather than per operator, a dental manufacturer needing batch to part traceability for regulated devices, a 3d systems printer customer moving from prototyping to serial production, a factory automating build nesting to raise platform utilisation. Of those, a metal additive production site scheduling builds across several machines rather than per operator and a dental manufacturer needing batch to part traceability for regulated devices are not what Seeq is typically brought in for.
What can Oqton do that Seeq cannot?
Oqton covers Manufacturing OS, Build preparation, Machine connectivity, Traceability. Seeq covers Query in place, Capsules, Asset trees, Seeq Data Lab.

Answered from the vendors’ own pages

Oqton: Who owns Oqton?

3D Systems, which acquired it in 2021 and made it the central software brand.

Seeq: Does Seeq store my data?

No. It queries connected historians and databases in place. Removing Seeq leaves your data exactly where it was.

Oqton: Did Oqton include Geomagic?

It did. 3D Systems completed the sale of the Geomagic portfolio, including Design X, Control X, Freeform and Wrap, to Hexagon for $123 million in April 2025. Oqton retained 3D Sprint, 3DXpert and the Manufacturing OS.

Seeq: Who owns Seeq?

It is an independent private company in Seattle, most recently funded by a 2024 growth round led by Sixth Street. It has not been taken over by a private equity buyer.

Oqton: Does Oqton work with printers from other manufacturers?

It connects to multi-vendor equipment, but the deepest integration and support is on 3D Systems machines.

Seeq: How is it licensed?

Per named user, with some historian connectors charged separately. Nothing is published; every number comes from a quote.

Oqton: How much does it cost?

Not published. It is quoted annually, typically on connected machines and sites, with build preparation modules licensed separately.

Seeq: Do I need a data scientist?

No, and that is the point. Workbench is aimed at process engineers. Data Lab exists for the minority who want Python.

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