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Databases · head to head

Marqo vs Windsurf

Marqo logo

Marqo

Databases

AI-native product discovery platform for ecommerce

From
On request
Rated
-
Full reviewWebsite
Windsurf logo

Windsurf

Software Development

The agentic IDE

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Windsurf has a free tier, so it costs nothing to try first.
  • Each has a real cost: Marqo pricing not publicly available, enterprise sales-only model; Windsurf recently rebranded to Devin Desktop, creating product identity confusion
  • They diverge on capability: Marqo covers Semantic search, Windsurf covers Cascade AI agent.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which Marqo and Windsurf actually diverge.

Attributes where Marqo and Windsurf differ
AttributeMarqoWindsurf
Starting priceOn requestFree
Pricing modelcontact-salesUnknown
Free tierNoYes
PlatformsWeb API, SaaSmacOS, Linux, Windows
CategoryDatabasesSoftware Development
Founded20222021

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 Marqo

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

Only in Windsurf

  • Cascade AI agent
  • Agentic programming
  • Context-aware assistance
  • Automated command execution
  • Multi-file understanding
  • Intelligent code generation
  • Real-time debugging
  • Integrated terminal

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 Windsurf
  • Implement multimodal image and product searchnot Windsurf
  • Increase checkout conversion through better product discoverynot Windsurf
  • Create personalized product recommendationsnot Windsurf
  • Reduce customer support inquiries with relevant search resultsnot Windsurf

Windsurf

  • Agentic developmentnot Marqo
  • AI-assisted codingnot Marqo
  • Complex project managementnot Marqo
  • Automated coding tasksnot Marqo
  • Learning new codebasesnot 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

Windsurf

  • Recently rebranded to Devin Desktop, creating product identity confusion
  • Cascade agent reached end-of-life on July 1, 2026, requiring migration to Devin Local
  • Free tier quota runs out quickly for active developers, within a couple days of coding
  • Pricing increased significantly in March 2026 overhaul, moving from credit-based to daily/weekly quotas
  • OpenAI acquisition raises concerns about long-term product direction diverging from Codeium's vision

Pricing, plan by plan

Marqo

On request

No published plan breakdown. See the Marqo review.

Windsurf

Free
  • FreeFree
    • Light daily and weekly quotas
    • Unlimited tab autocomplete
    • Access to Cascade AI agent
  • Pro$20/month
    • Standard quotas
    • Windsurf proprietary SWE model
    • Cloud sessions for background work
  • Max$200/month
    • Heavy daily quotas
    • Long agent sessions
    • Frontier third-party models
  • Teams$40/month-per-user
    • All Pro features
    • Centralized billing
    • Usage analytics

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 Windsurf if

  • You need cascade ai agent.
  • You want to start without paying.
  • You work on macOS, Linux, Windows.
  • You also want agentic programming.
Windsurf review

Questions people ask

Is Marqo or Windsurf better?
Neither clearly leads. Marqo starts at On request and Windsurf at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Marqo or Windsurf?
Windsurf has a free tier; the other does not. Paid plans start at On request for Marqo and Free for Windsurf.
Does Marqo or Windsurf run on more platforms?
Marqo runs on Web API, SaaS. Windsurf runs on macOS, Linux, Windows.
Can I use Windsurf for free?
Yes. Windsurf has a free tier, so you can try it without paying. Marqo starts at On request.
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 Windsurf is typically brought in for.
What can Marqo do that Windsurf cannot?
Marqo covers Semantic search, Multimodal image search, AI model training, Automated merchandising. Windsurf covers Cascade AI agent, Agentic programming, Context-aware assistance, Automated command execution.

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
Windsurf: Does Windsurf support MCP (Model Context Protocol) integrations?

Yes. Windsurf supports MCP with integrations for 21 third-party tools for extending functionality and connecting to external systems.

Source
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
Windsurf: What is Windsurf's current status as of 2026?

Windsurf rebranded to Devin Desktop in June 2026 and is backed by OpenAI after its 2025 acquisition. Cascade reached end-of-life on July 1, 2026, with Devin Local as the Rust-rewritten successor.

Source
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
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
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