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Machine Learning · head to head

MATLAB vs Veritone

MATLAB logo

MATLAB

Machine Learning

Programming and numeric computing platform

From
$940/year
Free plan
No
Veritone logo

Veritone

AI

AI orchestration platform and applications for media archives, public safety evidence and advertising

From
On request
Free plan
No

The short version

  • Each has a real cost: MATLAB a standard individual licence is $940 a year, and it is annual rather than perpetual; Veritone nothing is publicly priced, and because consumption of the underlying AI engines is metered, the total cost of a large archive ingest is difficult to forecast before you have run one.
  • They diverge on capability: MATLAB covers Matrix computations, Veritone covers aiWARE orchestration.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which MATLAB and Veritone actually diverge.

Attributes where MATLAB and Veritone differ
AttributeMATLABVeritone
Starting price$940/yearOn request
Pricing modelsubscriptionquote
PlatformsLinux, Mac, WindowsWeb, API, Self-hosted
CategoryMachine LearningAI
Founded1984Unknown

Identical on both: free tier (No), 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 MATLAB

  • Matrix computations
  • Data visualization
  • Machine learning
  • Deep learning
  • Signal processing
  • Simulink
  • Python
  • C/C++

Only in Veritone

  • aiWARE orchestration
  • iDEMS
  • Automated redaction
  • Media archive indexing
  • FedRAMP authorisation
  • Advertising and content intelligence
  • Voice and synthetic media
  • Self-hosted deployment

What people use each for

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

MATLAB

  • Numerical computing and analysisnot Veritone
  • Algorithm developmentnot Veritone
  • Academic research and teachingnot Veritone

Veritone

  • A police department buried in body camera footage that must be redacted before disclosure, where automated face and audio redaction converts weeks of manual work into review timenot MATLAB
  • A broadcaster or sports rights holder that cannot find footage in its own archive and loses licensing revenue because searching it costs more than the clip earnsnot MATLAB
  • A federal agency that needs AI processing inside an authorised boundary, where FedRAMP status decides the shortlist before capability doesnot MATLAB
  • A media buyer wanting attribution on broadcast and podcast advertising that digital analytics tools cannot seenot MATLAB

Where each one falls short

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

MATLAB

  • A standard individual licence is $940 a year, and it is annual rather than perpetual
  • Add on toolboxes are bought separately through the web store rather than being included
  • No price is displayed for the academic, student, home or startup licences, each of which requires a quote
  • Eligibility rather than price separates most tiers, so a commercial user has one option

Veritone

  • Nothing is publicly priced, and because consumption of the underlying AI engines is metered, the total cost of a large archive ingest is difficult to forecast before you have run one.
  • The company is mid-restructure after divesting its media agency, with revenue guidance well below earlier expectations, so a buyer signing a multi-year evidence contract is taking corporate risk they can read in the public filings but cannot control.
  • The orchestration proposition means Veritone sits between you and the model vendors, so when a specific engine underperforms on your content the remedy is a support case rather than switching provider yourself.
  • The product portfolio spans law enforcement, broadcast, advertising and synthetic voice, which is a wide surface for one engineering organisation and means attention to any single application depends on where the revenue growth currently is.
  • Automated redaction is a review aid, not a guarantee: an agency remains legally responsible for what is disclosed, so the staff time saved is smaller than the demonstration implies once verification is included.

Pricing, plan by plan

MATLAB

$940/year
  • Individual Standard$940/year
    • MATLAB
    • Simulink
    • Online Training Suite
  • Startups$null/year
    • MATLAB
    • Simulink
    • 90+ add-on products
  • Academic$null/year
    • MATLAB
    • Simulink
  • Student$null/year
    • MATLAB

Veritone

On request
  • aiWARE platform$undefined/year
    • Consumption-based use of the AI engine catalogue
    • Enterprise licence, quoted
    • Self-hosted and FedRAMP deployment options
  • iDEMS$undefined/year
    • Digital evidence management for law enforcement
    • Automated redaction and disclosure workflow
    • Quoted per agency, commonly on government contract vehicles
  • Media and entertainment applications$undefined/year
    • Archive indexing, monetisation and advertising intelligence
    • Quoted

Which should you pick?

Choose MATLAB if

  • You need matrix computations.
  • You work on Linux, Mac, Windows.
  • You also want data visualization.

Choose Veritone if

  • You need aiware orchestration.
  • You work on Web, API, Self-hosted.
  • You also want idems.

Questions people ask

Is MATLAB or Veritone better?
Neither clearly leads. MATLAB starts at $940/year and Veritone at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, MATLAB or Veritone?
MATLAB starts at $940/year and Veritone at On request.
Does MATLAB or Veritone run on more platforms?
MATLAB runs on Linux, Mac, Windows. Veritone runs on Web, API, Self-hosted.
What is MATLAB best used for?
MATLAB is most often used for numerical computing and analysis, algorithm development, academic research and teaching. Of those, numerical computing and analysis and algorithm development are not what Veritone is typically brought in for.
What can MATLAB do that Veritone cannot?
MATLAB covers Matrix computations, Data visualization, Machine learning, Deep learning. Veritone covers aiWARE orchestration, iDEMS, Automated redaction, Media archive indexing.

Answered from the vendors’ own pages

MATLAB: What is the cost of an individual MATLAB license?

USD 940 per year for Standard individual license, which includes MATLAB, Simulink, Online Training Suite, and add-on products. All licenses include MathWorks Software Maintenance Service.

Source
Veritone: What do you actually buy from Veritone?

An application, most often iDEMS for digital evidence or a media archive product. aiWARE is the platform underneath, and it is rarely purchased on its own outside enterprise and government deals.

MATLAB: Are pricing quotes available online for academic and startup licenses?

No, online pricing is not available for Academic, Student, Startup, or Home license types. Downloadable price lists are available only for Standard and Academic individual licenses. Contact sales for other tiers.

Source
Veritone: Is pricing published?

No. Everything is quoted, and platform use is metered by consumption of the underlying AI engines, which makes forecasting a large ingest difficult.

MATLAB: Can I switch between license terms (annual vs perpetual)?

Both Standard and Home licenses offer annual and perpetual licensing options. Academic licenses also offer both terms. Startup licenses are available on annual basis only.

Source
Veritone: Is it approved for US government use?

aiWARE holds FedRAMP authorisation and can be deployed into self-hosted government tenants, which is frequently the reason it reaches a public sector shortlist.

Veritone: Did Veritone sell its advertising agency?

Yes. Veritone One was divested in 2024 for up to $104 million, and the remaining company is focused on enterprise AI software and licensing.

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