Softwr

Machine Learning · head to head

Neptune.ai vs Zoho Sheet

Neptune.ai logo

Neptune.ai

Machine Learning

Metadata store for MLOps

From
Free
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

  • Each has a real cost: Neptune.ai free tier limited to 100 hours per month, exhausted quickly with serious ML work; 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: Neptune.ai covers Experiment tracking, 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 Neptune.ai and Zoho Sheet actually diverge.

Attributes where Neptune.ai and Zoho Sheet differ
AttributeNeptune.aiZoho Sheet
Pricing modelUnknownFree standalone, bundled into paid Zoho Workplace for organisations
PlatformsWeb, Self-hostedWeb, iOS, Android, Windows, macOS
CategoryMachine LearningSpreadsheets
Founded2017Unknown

Identical on both: starting price (Free), free tier (Yes), 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 Neptune.ai

  • Experiment tracking
  • Model registry
  • Metadata logging
  • Comparison views
  • Custom dashboards
  • PyTorch
  • TensorFlow
  • Keras

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.

Neptune.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 Neptune.ai
  • A small business already using Zoho CRM that wants spreadsheet data flowing directly from itnot Neptune.ai
  • A price-sensitive team choosing Zoho Workplace over Google Workspace for the same headcountnot Neptune.ai
  • A nonprofit or startup on the Zoho Workplace Forever Free plan for up to 5 usersnot Neptune.ai

Where each one falls short

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

Neptune.ai

  • Free tier limited to 100 hours per month, exhausted quickly with serious ML work
  • Lacks hyperparameter sweeps compared to Weights and Biases
  • No pipeline orchestration or broader MLOps lifecycle management
  • Dashboard visualization limitations - automatic resizing affects visualization order and size
  • Cloud-based SaaS only (as of last available service) requires internet connectivity

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

Neptune.ai

Free

No published plan breakdown. See the Neptune.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 Neptune.ai if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Web, Self-hosted.
  • You also want model registry.
Neptune.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 Neptune.ai or Zoho Sheet better?
Neither clearly leads. Neptune.ai starts at Free and Zoho Sheet at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Neptune.ai or Zoho Sheet?
Neptune.ai starts at Free and Zoho Sheet at Free.
Does Neptune.ai or Zoho Sheet run on more platforms?
Neptune.ai runs on Web, Self-hosted. Zoho Sheet runs on Web, iOS, Android, Windows, macOS.
Can I use Neptune.ai for free?
Both have a free tier, so you can try either at no cost before committing.
What is Neptune.ai best used for?
Neptune.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 Neptune.ai do that Zoho Sheet cannot?
Neptune.ai covers Experiment tracking, Model registry, Metadata logging, Comparison views. Zoho Sheet covers Real-time collaboration, Deluge scripting, Pivot tables and formulas, Excel compatibility.

Answered from the vendors’ own pages

Neptune.ai: Does Neptune.ai support self-hosting?

Yes. Neptune can be self-hosted on a Kubernetes cluster with ClickHouse, MySQL, and Redis dependencies, allowing organizations to maintain full data control.

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.

Neptune.ai: What machine learning frameworks does Neptune integrate with?

Neptune integrates with PyTorch, TensorFlow, Keras, scikit-learn, XGBoost, LightGBM, Hugging Face Transformers, and Optuna for hyperparameter optimization.

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.

Neptune.ai: What is the cost for a team of 10 data scientists?

Neptune's Team plan costs $49 per user per month, resulting in $490/month for 10 users, comparable to Weights and Biases at $50/user.

Source
Zoho Sheet: Does Zoho Sheet open Excel files?

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

Neptune.ai: When is Neptune.ai shutting down?

Neptune.ai is shutting down its external SaaS service on March 5, 2026, following its acquisition by OpenAI in December 2025. Customers must export and migrate data before that date.

Source
Share

Related pages

More on Neptune.ai

More on Zoho Sheet

Keep looking

Other head to heads