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Databases · head to head

DataStax vs Togal.AI

DataStax logo

DataStax

Databases

The real-time data company for AI applications

From
Free
Rated
-
Full reviewWebsite
Togal.AI logo

Togal.AI

Construction

Automated drawing takeoff that measures and labels spaces without manual tracing

From
$299/month
Rated
-
Full reviewWebsite

The short version

  • Only DataStax has a free tier, so it costs nothing to try first.
  • Each has a real cost: DataStax dataStax's own Astra DB documentation states the Enterprise plan is an annual, contract-based plan with negotiated pricing, meaning list prices are not published for that tier; Togal.AI annual billing is mandatory at $299 per user per month, so an estimating team that ramps up and down for bid seasons pays a full year for seats it uses intermittently.
  • They diverge on capability: DataStax covers Cassandra Compatible, Togal.AI covers Automatic space detection.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which DataStax and Togal.AI actually diverge.

Attributes where DataStax and Togal.AI differ
AttributeDataStaxTogal.AI
Starting priceFree$299/month
Pricing modelfreemiumPer user per month
Free tierYesNo
PlatformsWeb, Aws, Azure, GcpWeb
CategoryDatabasesConstruction
Founded2010Unknown

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 DataStax

  • Cassandra Compatible
  • Vector Search
  • Serverless
  • Multi-cloud
  • Streaming
  • CDC
  • GraphQL API
  • LangChain

Only in Togal.AI

  • Automatic space detection
  • Drawing comparison
  • Natural language search
  • Automated counts
  • Excel export
  • Plan set management
  • Team sharing

What people use each for

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

DataStax

  • Real-time applicationsnot Togal.AI
  • Content managementnot Togal.AI
  • User profilesnot Togal.AI
  • Mobile backendsnot Togal.AI
  • Cachingnot Togal.AI

Togal.AI

  • A commercial general contractor bidding repetitive multifamily or hospitality floor plates where room-by-room area takeoff dominates the effortnot DataStax
  • An estimating team that needs to requantify quickly when an architect issues a revised set two days before a bidnot DataStax
  • A finishes subcontractor pricing flooring, paint and ceiling areas across hundreds of roomsnot DataStax
  • A preconstruction group producing early order-of-magnitude budgets from schematic plans before a full estimate is justifiednot DataStax

Where each one falls short

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

DataStax

  • DataStax's own Astra DB documentation states the Enterprise plan is an annual, contract-based plan with negotiated pricing, meaning list prices are not published for that tier
  • DataStax's Astra DB documentation directs Standard plan customers to IBM's watsonx.data pricing for exact consumption-based rates following the DataStax/IBM deal, rather than publishing them on DataStax's own site

Togal.AI

  • Annual billing is mandatory at $299 per user per month, so an estimating team that ramps up and down for bid seasons pays a full year for seats it uses intermittently.
  • Detection is tuned to architectural floor plans and space-based quantities; civil, structural detail and MEP riser takeoff still need a conventional tool, so most firms end up paying for two.
  • Automatically generated quantities still require estimator review before they enter a bid, so the saving is in tracing time rather than in checking time, and firms that skip the check are exposed on a hard-money bid.
  • The company spun out of a single general contractor, and drawing conventions that differ from that firm's typical project types produce weaker detection until the set is cleaned up.
  • It is a takeoff tool, not an estimating system, so pricing, rate build-up and bid assembly still happen elsewhere and the Excel handoff is the seam where errors get introduced.

Pricing, plan by plan

DataStax

Free
  • FreeFree
    • 5GB storage
    • 40M read/write ops
    • Vector search
  • Pay As You GoFree
    • Usage-based pricing
    • Multi-region
    • Enterprise support

Togal.AI

$299/month
  • Growth$299/month
    • One or two licences
    • Unlimited AI takeoffs
    • Drawing comparison and search
  • Business$undefined/year
    • Three or more licences
    • Quoted by the vendor
    • Team administration and shared takeoffs

Which should you pick?

Choose DataStax if

  • You need cassandra compatible.
  • You want to start without paying.
  • You work on Web, Aws, Azure, Gcp.
  • You also want vector search.
DataStax review

Choose Togal.AI if

  • You need automatic space detection.
  • You also want drawing comparison.
Togal.AI review

Questions people ask

Is DataStax or Togal.AI better?
Neither clearly leads. DataStax starts at Free and Togal.AI at $299/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, DataStax or Togal.AI?
DataStax has a free tier; the other does not. Paid plans start at Free for DataStax and $299/month for Togal.AI.
Does DataStax or Togal.AI run on more platforms?
DataStax runs on Web, Aws, Azure, Gcp. Togal.AI runs on Web.
Can I use DataStax for free?
Yes. DataStax has a free tier, so you can try it without paying. Togal.AI starts at $299/month.
What is DataStax best used for?
DataStax is most often used for real-time applications, content management, user profiles, mobile backends. Of those, real-time applications and content management are not what Togal.AI is typically brought in for.
What can DataStax do that Togal.AI cannot?
DataStax covers Cassandra Compatible, Vector Search, Serverless, Multi-cloud. Togal.AI covers Automatic space detection, Drawing comparison, Natural language search, Automated counts.

Answered from the vendors’ own pages

DataStax: Is DataStax available as a managed service?

Yes, DataStax is available as Astra DB, a managed database service. Users can sign up for Astra DB directly to create accounts and access the platform.

Source
Togal.AI: What does Togal.AI cost?

$299 per user per month billed annually for one or two licences. Three or more users are quoted individually.

DataStax: How is DataStax priced?

DataStax (now part of IBM) does not publish pricing on its documentation homepage. Pricing information would need to be obtained through the Astra DB signup page or by contacting IBM directly.

Source
Togal.AI: Can I pay monthly?

No. The published Growth plan requires annual billing.

DataStax: Is there an enterprise licensing option?

DataStax is now part of IBM. Enterprise customers should contact IBM directly for licensing agreements and enterprise-specific pricing.

Source
Togal.AI: Does it replace an estimating system?

No. It produces quantities. Rates, markup and bid assembly still happen in your estimating software or a spreadsheet.

DataStax: Can I try DataStax without an account?

To use DataStax Astra DB, account creation is required. The documentation does not mention a free trial or demonstration environment that does not require signup.

Source
Togal.AI: Who owns the drawings and takeoffs I upload?

You do, and quantities export to Excel, but check the contract for how uploaded drawing sets are retained and whether they inform model training.

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