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Databases · head to head

Marqo vs Togal.AI

Marqo logo

Marqo

Databases

AI-native product discovery platform for ecommerce

From
On request
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

  • Each has a real cost: Marqo pricing not publicly available, enterprise sales-only model; 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: Marqo covers Semantic search, 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 Marqo and Togal.AI actually diverge.

Attributes where Marqo and Togal.AI differ
AttributeMarqoTogal.AI
Starting priceOn request$299/month
Pricing modelcontact-salesPer user per month
PlatformsWeb API, SaaSWeb
CategoryDatabasesConstruction
Founded2022Unknown

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 Marqo

  • Semantic search
  • Multimodal image search
  • AI model training
  • Automated merchandising
  • Multi-surface integration
  • Commerce platform integrations
  • API access

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.

Marqo

  • Improve search revenue for fashion and beauty retailersnot Togal.AI
  • Implement multimodal image and product searchnot Togal.AI
  • Increase checkout conversion through better product discoverynot Togal.AI
  • Create personalized product recommendationsnot Togal.AI
  • Reduce customer support inquiries with relevant search resultsnot Togal.AI

Togal.AI

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

Where each one falls short

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

Marqo

  • Pricing not publicly available, enterprise sales-only model
  • Requires custom implementation and integration work
  • Limited to ecommerce use cases compared to general search
  • Model training requires sufficient customer behavior data

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

Marqo

On request

No published plan breakdown. See the Marqo review.

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 Marqo if

  • You need semantic search.
  • You work on Web API, SaaS.
  • You also want multimodal image search.
Marqo review

Choose Togal.AI if

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

Questions people ask

Is Marqo or Togal.AI better?
Neither clearly leads. Marqo starts at On request and Togal.AI at $299/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Marqo or Togal.AI?
Marqo starts at On request and Togal.AI at $299/month.
Does Marqo or Togal.AI run on more platforms?
Marqo runs on Web API, SaaS. Togal.AI runs on Web.
What is Marqo best used for?
Marqo is most often used for improve search revenue for fashion and beauty retailers, implement multimodal image and product search, increase checkout conversion through better product discovery, create personalized product recommendations. Of those, improve search revenue for fashion and beauty retailers and implement multimodal image and product search are not what Togal.AI is typically brought in for.
What can Marqo do that Togal.AI cannot?
Marqo covers Semantic search, Multimodal image search, AI model training, Automated merchandising. Togal.AI covers Automatic space detection, Drawing comparison, Natural language search, Automated counts.

Answered from the vendors’ own pages

Marqo: How do Marqo models get trained?

Marqo trains dedicated AI models on each retailer's product catalog and customer behavior data including clicks, purchases, and browsing patterns. This ensures models are optimized for the specific retailer's products and customers.

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.

Marqo: What results can retailers expect from Marqo?

Enterprise retailers using Marqo report 10-23% increases in search revenue and conversion rates, with proven results across fashion, beauty, electronics, and home goods.

Source
Togal.AI: Can I pay monthly?

No. The published Growth plan requires annual billing.

Marqo: Which ecommerce platforms does Marqo integrate with?

Marqo has native integrations with Shopify, Adobe Commerce (Magento), and Salesforce Commerce Cloud, and also provides API access for custom implementations.

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.

Marqo: How is Marqo priced?

Marqo pricing is customized based on catalog size, search volume, and feature requirements. Contact their sales team to book a demo and discuss pricing.

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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