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Machine Learning · head to head

Google Vertex AI vs Zoho Sheet

Google Vertex AI logo

Google Vertex AI

Machine Learning

Unified ML platform to build, deploy, and scale AI models

From
On request
Rated
-
Full reviewWebsite
Zoho Sheet logo

Zoho Sheet

Spreadsheets

Free standalone cloud spreadsheet from Zoho, also bundled into the low-cost Zoho Workplace suite

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Zoho Sheet has a free tier, so it costs nothing to try first.
  • Each has a real cost: Google Vertex AI vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult; Zoho Sheet its template, add-on and third-party integration ecosystem is much smaller than Google Sheets or Excel, so specialised workflows may not have a ready-made extension.
  • They diverge on capability: Google Vertex AI covers AutoML, Zoho Sheet covers Real-time collaboration.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Google Vertex AI and Zoho Sheet actually diverge.

Attributes where Google Vertex AI and Zoho Sheet differ
AttributeGoogle Vertex AIZoho Sheet
Starting priceOn requestFree
Pricing modelUnknownFree standalone, bundled into paid Zoho Workplace for organisations
Free tierNoYes
PlatformsCloud, WebWeb, iOS, Android, Windows, macOS
CategoryMachine LearningSpreadsheets
Founded2008Unknown

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 Google Vertex AI

  • AutoML
  • Custom training
  • Feature Store
  • Model monitoring
  • Prediction serving
  • BigQuery
  • Cloud Storage
  • TensorFlow

Only in Zoho Sheet

  • Real-time collaboration
  • Deluge scripting
  • Pivot tables and formulas
  • Excel compatibility
  • Zoho ecosystem integration
  • Offline access

What people use each for

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

Google Vertex AI

  • Machine learningnot Zoho Sheet
  • Data analysisnot Zoho Sheet
  • Model trainingnot Zoho Sheet
  • Predictive analyticsnot Zoho Sheet

Zoho Sheet

  • An individual wanting a genuinely free spreadsheet without a Google or Microsoft account requirementnot Google Vertex AI
  • A small business already using Zoho CRM that wants spreadsheet data flowing directly from itnot Google Vertex AI
  • A price-sensitive team choosing Zoho Workplace over Google Workspace for the same headcountnot Google Vertex AI
  • A nonprofit or startup on the Zoho Workplace Forever Free plan for up to 5 usersnot Google Vertex AI

Where each one falls short

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

Google Vertex AI

  • Vendor lock-in to Google Cloud ecosystem makes migration to other platforms difficult
  • Requires familiarity with Google Cloud Platform infrastructure and concepts
  • Cost can escalate quickly with large training and inference workloads

Zoho Sheet

  • Its template, add-on and third-party integration ecosystem is much smaller than Google Sheets or Excel, so specialised workflows may not have a ready-made extension.
  • Collaborators outside a company who are used to Google Sheets or Excel face a small adjustment to the Zoho interface and keyboard shortcuts.
  • Zoho Workplace Forever Free is capped at 5 users and 5GB, so it stops being viable the moment a team grows past that.
  • Deluge, its scripting language, is Zoho-specific, so automation logic written for Zoho Sheet does not transfer to Google Apps Script or Excel VBA if a company later switches suites.
  • Brand recognition and market share are far smaller than Google or Microsoft, so IT departments evaluating vendors may have less familiarity or fewer case studies to draw on.

Pricing, plan by plan

Google Vertex AI

On request

No published plan breakdown. See the Google Vertex AI review.

Zoho Sheet

Free
  • Zoho Sheet (standalone)Free
    • Full core spreadsheet functionality
    • No forced account upgrade
    • Individual use
  • Zoho Workplace Forever FreeFree
    • Up to 5 users
    • 5GB storage
    • Sheet, Docs, Slides, Mail and Meeting bundled
  • Zoho Workplace Professional$6/month
    • Full Workplace suite for teams
    • Annual billing rate
    • Larger storage per user

Which should you pick?

Choose Google Vertex AI if

  • You need automl.
  • You work on Cloud, Web.
  • You also want custom training.
Google Vertex AI review

Choose Zoho Sheet if

  • You need real-time collaboration.
  • You want to start without paying.
  • You work on Web, iOS, Android, Windows, macOS.
  • You also want deluge scripting.
Zoho Sheet review

Questions people ask

Is Google Vertex AI or Zoho Sheet better?
Neither clearly leads. Google Vertex AI starts at On request and Zoho Sheet at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Google Vertex AI or Zoho Sheet?
Zoho Sheet has a free tier; the other does not. Paid plans start at On request for Google Vertex AI and Free for Zoho Sheet.
Does Google Vertex AI or Zoho Sheet run on more platforms?
Google Vertex AI runs on Cloud, Web. Zoho Sheet runs on Web, iOS, Android, Windows, macOS.
Can I use Zoho Sheet for free?
Yes. Zoho Sheet has a free tier, so you can try it without paying. Google Vertex AI starts at On request.
What is Google Vertex AI best used for?
Google Vertex AI is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Zoho Sheet is typically brought in for.
What can Google Vertex AI do that Zoho Sheet cannot?
Google Vertex AI covers AutoML, Custom training, Feature Store, Model monitoring. Zoho Sheet covers Real-time collaboration, Deluge scripting, Pivot tables and formulas, Excel compatibility.

Answered from the vendors’ own pages

Google Vertex AI: What is the pricing model for Google Vertex AI?

Vertex AI uses a pay-as-you-go model with no upfront costs or lock-in fees. Costs vary by service: training is billed by compute resources and time (30-second increments), online predictions by machine type per hour, and batch predictions by compute time or per-record for specific AutoML types.

Source
Zoho Sheet: Is Zoho Sheet free on its own, without buying the suite?

Yes, it can be used as a standalone spreadsheet with a free Zoho account with no forced upgrade.

Google Vertex AI: What types of data can Vertex AI handle?

Vertex AI supports image, video, text, and tabular data types with tools for uploading, storing, and managing large datasets.

Source
Zoho Sheet: How does Zoho Workplace pricing compare with Google Workspace?

Independent pricing comparisons put Zoho Workplace at roughly 50 to 70 percent cheaper than equivalent Google Workspace or Microsoft 365 plans.

Google Vertex AI: Does Vertex AI support custom model training?

Yes. Vertex AI supports both AutoML for automated machine learning and custom training code in Python, R, and other languages.

Source
Zoho Sheet: Does Zoho Sheet open Excel files?

Yes, it imports, edits and exports Microsoft Excel format files.

Google Vertex AI: What deployment options are available in Vertex AI?

Vertex AI supports online predictions for real-time use cases and batch predictions for large-scale processing.

Source
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