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Machine Learning · head to head

Domino Data Lab vs Seven Bridges

Domino Data Lab logo

Domino Data Lab

Machine Learning

Enterprise MLOps platform

From
Free
Rated
-
Seven Bridges logo

Seven Bridges

Research

Cloud bioinformatics platform and trusted research environment, sold by Velsera

From
On request
Rated
-

The short version

  • Only Domino Data Lab has a free tier, so it costs nothing to try first.
  • Each has a real cost: Domino Data Lab pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form; Seven Bridges the parent merged into Velsera in 2023 alongside Pierian and UgenTec, so the platform now competes for roadmap attention with clinical interpretation and diagnostics products inside a private equity owned group.
  • They diverge on capability: Domino Data Lab covers Reproducible environments, Seven Bridges covers Trusted research environment.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Domino Data Lab and Seven Bridges actually diverge.

Attributes where Domino Data Lab and Seven Bridges differ
AttributeDomino Data LabSeven Bridges
Starting priceFreeOn request
Pricing modelsubscriptionquote
Free tierYesNo
PlatformsWebWeb, API, Cloud
CategoryMachine LearningResearch
Founded2013Unknown

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 Domino Data Lab

  • Reproducible environments
  • Model registry
  • Model monitoring
  • Governance
  • AWS
  • Azure
  • GCP
  • Kubernetes

Only in Seven Bridges

  • Trusted research environment
  • Cloud-agnostic
  • CWL pipelines
  • Compliance certifications
  • Cost prediction
  • Public data commons
  • Tool library

Both cover

  • Collaboration

What people use each for

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

Domino Data Lab

  • Running reproducible data science workspaces and experiments on shared computenot Seven Bridges
  • Deploying and monitoring models with governance controlsnot Seven Bridges
  • Giving regulated enterprises a self managed MLOps platformnot Seven Bridges

Seven Bridges

  • A cancer genomics group analysing controlled-access dbGaP data that cannot be moved to local infrastructurenot Domino Data Lab
  • A federal or federally funded programme that needs FedRAMP Moderate authorisation for its analysis environmentnot Domino Data Lab
  • A multi-institution consortium sharing pipelines and results under defined access controls rather than by emailing filesnot Domino Data Lab
  • A diagnostics developer building reproducible CWL pipelines that must stand up to later regulatory reviewnot Domino Data Lab

Where each one falls short

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

Domino Data Lab

  • Pricing is by quote only: the pricing page publishes no rate and no minimum, and the tier breakdown is behind a downloadable datasheet form
  • Licensing is split by user type, with separate data science professional, data analyst, service account and admin licences
  • FinOps, Nexus and Governance are paid add on modules rather than part of the platform
  • Support level is a separate priced choice
  • Self managed VPC or on premises deployment requires the Premium tier or higher
  • No free trial is offered on the pricing page

Seven Bridges

  • The parent merged into Velsera in 2023 alongside Pierian and UgenTec, so the platform now competes for roadmap attention with clinical interpretation and diagnostics products inside a private equity owned group.
  • Pricing is not published and splits into a platform subscription plus consumption-based cloud compute, so a heavy analysis quarter produces a bill that headcount-based budgeting does not anticipate.
  • The analysis capability itself has credible open source equivalents in Nextflow and Cromwell on raw cloud, so you are principally paying for compliance and governance rather than for the science.
  • Pipelines are built around Common Workflow Language, which is a real learning curve and a portability commitment for teams whose existing work is in other workflow languages.
  • Cloud storage of large genomic datasets accrues continuously whether or not you are analysing, and egress charges apply when moving results out, both of which are outside the subscription line.

Pricing, plan by plan

Domino Data Lab

Free
  • TrialFree
    • 14-day trial
    • Full features
  • EnterpriseFree
    • Full platform
    • Enterprise support
    • SLA

Seven Bridges

On request
  • Seven Bridges Platform$undefined/year
    • Platform subscription quoted through Velsera sales
    • Cloud compute and storage charged on consumption on top of the subscription
    • Cost predictor tools provided to estimate analysis spend in advance

Which should you pick?

Choose Domino Data Lab if

  • You need reproducible environments.
  • You want to start without paying.
  • You also want model registry.

Choose Seven Bridges if

  • You need trusted research environment.
  • You work on Web, API, Cloud.
  • You also want cloud-agnostic.

Questions people ask

Is Domino Data Lab or Seven Bridges better?
Neither clearly leads. Domino Data Lab starts at Free and Seven Bridges at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Domino Data Lab or Seven Bridges?
Domino Data Lab has a free tier; the other does not. Paid plans start at Free for Domino Data Lab and On request for Seven Bridges.
Does Domino Data Lab or Seven Bridges run on more platforms?
Domino Data Lab runs on Web. Seven Bridges runs on Web, API, Cloud.
Can I use Domino Data Lab for free?
Yes. Domino Data Lab has a free tier, so you can try it without paying. Seven Bridges starts at On request.
What is Domino Data Lab best used for?
Domino Data Lab is most often used for running reproducible data science workspaces and experiments on shared compute, deploying and monitoring models with governance controls, giving regulated enterprises a self managed mlops platform. Of those, running reproducible data science workspaces and experiments on shared compute and deploying and monitoring models with governance controls are not what Seven Bridges is typically brought in for.
What can Domino Data Lab do that Seven Bridges cannot?
Domino Data Lab covers Reproducible environments, Model registry, Model monitoring, Governance. Seven Bridges covers Trusted research environment, Cloud-agnostic, CWL pipelines, Compliance certifications. Both handle Collaboration.

Answered from the vendors’ own pages

Domino Data Lab: What user license types are available and what can they do?

Data Science Professionals get full development, model training, and GPU access. Data Analysts get Python/R environments and dashboard creation with limited computing. License counts vary by tier (5-10 admin licenses and 5-10 service accounts).

Source
Seven Bridges: Is Seven Bridges still sold?

Yes. It is sold by Velsera, formed in 2023 when Summa Equity merged Seven Bridges with Pierian and UgenTec. The Seven Bridges name was retained for the platform.

Domino Data Lab: What support response times are included?

Premium tier includes 2-business-day SLA for support. Enterprise includes 1-business-day SLA plus 24/7 support for critical issues. Both tiers include monitoring and support services.

Source
Seven Bridges: What compliance does it hold?

FedRAMP Moderate, SOC 2, HIPAA, GDPR, dbGaP and ISO 27001, 27017, 27018 and 27701, which is the usual reason institutions choose it over building on raw cloud.

Domino Data Lab: Are there additional modules available beyond the base subscription?

Yes, advanced add-on modules are available including FinOps (cost optimization), Nexus (hybrid/multicloud support), and Governance. These require separate purchase on top of your subscription tier.

Source
Seven Bridges: How is it priced?

Not published. Expect a platform subscription plus consumption charges for cloud compute and storage.

Seven Bridges: Do I have to use a specific cloud?

No. The platform is cloud-agnostic and designed to bring analysis to where the data already resides.

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