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Developer Tools · head to head

Deep Code vs Yellowfin

Deep Code logo

Deep Code

Developer Tools

Desktop AI coding assistant that runs on DeepSeek models

From
Free
Free plan
Yes
Visit Deep CodeFull review
Yellowfin logo

Yellowfin

Business Intelligence

Action-based business intelligence

From
$50/month
Free plan
No
Visit YellowfinFull review

The short version

  • Yellowfin is an action-based BI platform.
  • Deep Code has a free plan, then $5/mo; Yellowfin starts at $50/mo.
  • Only Deep Code lists DeepSeek-backed agent; only Yellowfin lists automated Analysis.
  • Where Deep Code falls short: the Pro tier caps included usage at 100 Pro Credits per day rather than offering an unmetered plan.
  • Where Yellowfin falls short: the pricing page publishes no rate, no minimum and no per-user price; every model ends in a Get Pricing form.
  • Prices and features on this page were last checked on 13 November 2026.

Where they differ

Only the attributes on which Deep Code and Yellowfin actually diverge.

Attributes where Deep Code and Yellowfin differ
AttributeDeep CodeYellowfin
Starting priceFree$50/month
Pricing modelFreemiumSubscription
Free tierYesNo
PlatformsWindows, macOS, LinuxWeb, iOS, Android, Embedded
CategoryDeveloper ToolsBusiness Intelligence

Not yet recorded: founded for Deep Code.

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 Deep Code

  • DeepSeek-backed agent
  • Session management
  • File explorer
  • Snippets panel
  • Voice input
  • Bring your own key

Only in Yellowfin

  • Automated Analysis
  • Data Stories
  • Collaboration
  • Signals
  • Embedded Analytics
  • Salesforce
  • Google Analytics
  • SQL Server

What people use each for

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

Deep Code

  • AI-assisted coding on a budgetnot Yellowfin
  • Debugging and bug fixingnot Yellowfin
  • Refactoring existing codenot Yellowfin
  • Reusing prompt templates across projectsnot Yellowfin
  • Using an existing DeepSeek API key without proxy setupnot Yellowfin

Yellowfin

  • Embedding white-labelled dashboards and analytics into a software productnot Deep Code
  • Enterprise reporting with automated business monitoring and alertingnot Deep Code
  • Data storytelling and guided natural language querying for business usersnot Deep Code

Where each one falls short

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

Deep Code

  • Model choice is narrow. Bring your own key covers DeepSeek-V4-Pro and Flash plus the GLM and Mimo coding plans, and no frontier model from OpenAI, Anthropic or Google
  • The Pro tier caps included usage at 100 Pro Credits per day rather than offering an unmetered plan
  • Bring your own key is a paid feature, so the free tier cannot be pointed at your own DeepSeek account
  • Desktop only, with no editor extension, web version or team seat management as of September 2026
  • A small, young vendor with no independent review coverage yet, so there is nothing outside the vendor's own site to corroborate the cost claim

Yellowfin

  • The pricing page publishes no rate, no minimum and no per-user price; every model ends in a Get Pricing form
  • One of the three embedded models is a revenue share, so Yellowfin takes a cut of the revenue your analytics module earns
  • Another model prices by server core, so scaling deployment hardware raises the licence cost independently of users
  • Getting a quote requires submitting a form with a marketing consent checkbox and a user-count band rather than seeing a rate card

Pricing, plan by plan

Deep Code

Free
  • FreeFree
    • Session management
    • File explorer and snippets panel
    • Voice input
  • Pro$5/mo
    • All Free features
    • 100 daily Pro Credits
    • BYOK across DeepSeek-V4-Pro, DeepSeek-V4-Flash, GLM Coding Plan and Mimo Coding Plan

Yellowfin

$50/month
  • Team$50/mo
    • Dashboards
    • Stories
    • Collaboration
  • EnterpriseFree
    • Advanced Features
    • Embedding
    • Custom SLA

Which should you pick?

Choose Deep Code if

  • You need deepseek-backed agent.
  • You want to start without paying.
  • You work on Windows, macOS, Linux.
  • You also want session management.
Deep Code review

Choose Yellowfin if

  • You need automated analysis.
  • You work on Web, iOS, Android, Embedded.
  • You also want data stories.
Yellowfin review

Questions people ask

Is Deep Code or Yellowfin better?
Neither clearly leads. Deep Code starts at Free and Yellowfin at $50/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Deep Code or Yellowfin?
Deep Code has a free tier; the other does not. Paid plans start at Free for Deep Code and $50/month for Yellowfin.
Does Deep Code or Yellowfin run on more platforms?
Deep Code runs on Windows, macOS, Linux. Yellowfin runs on Web, iOS, Android, Embedded.
Can I use Deep Code for free?
Yes. Deep Code has a free tier, so you can try it without paying. Yellowfin starts at $50/month.
What is Deep Code best used for?
Deep Code is most often used for ai-assisted coding on a budget, debugging and bug fixing, refactoring existing code, reusing prompt templates across projects. Of those, ai-assisted coding on a budget and debugging and bug fixing are not what Yellowfin is typically brought in for.
What can Deep Code do that Yellowfin cannot?
Deep Code covers DeepSeek-backed agent, Session management, File explorer, Snippets panel. Yellowfin covers Automated Analysis, Data Stories, Collaboration, Signals.

Answered from the vendors’ own pages

Deep Code: Which models does Deep Code run on?

DeepSeek V4 family models, with the vendor's headline built around DeepSeek V4.1. The free tier's included credits run on DeepSeek-V4-Flash. Paid users bringing their own key can also use DeepSeek-V4-Pro, the GLM Coding Plan and the Mimo Coding Plan.

Source
Yellowfin: What pricing models does Yellowfin offer?

Yellowfin offers three flexible models for embedded analytics: Aligned Utility Model (price per unit), Revenue Share Model (based on analytics revenue value), and Server Core (fixed price based on server deployment).

Source
Deep Code: What does Deep Code cost?

There are two tiers. Free is $0 per month and includes session management, the file explorer, snippets, voice input and weekly free credits on DeepSeek-V4-Flash. Pro is $5 per month and adds 100 daily Pro Credits plus bring-your-own-key support for multiple models.

Source
Yellowfin: Is Yellowfin pricing predictable and scalable?

Yes, Yellowfin pricing is simple, predictable and scalable with no hidden costs or surprises.

Source
Deep Code: Do I need my own API key to use it?

No. The free tier includes weekly credits and needs no credit card, so the app works without a key. Bring your own key is available on the $5 per month Pro tier and covers DeepSeek-V4-Pro, DeepSeek-V4-Flash, the GLM Coding Plan and the Mimo Coding Plan.

Source
Yellowfin: Are there limits on user access or development environments?

No limitations exist on access to functionality across users. There are also no limits on dev and test licenses, ensuring DevOps is covered.

Source
Deep Code: Which operating systems does it run on?

Windows, macOS and Linux. It is a desktop application rather than an editor extension, so it runs alongside whatever editor you already use.

Source
Deep Code: Is the 95 percent cheaper claim independently verified?

No. It is the vendor's own figure, based on DeepSeek token pricing against frontier model pricing. Actual savings depend on which model you compare against and how much of your usage falls inside the included credits.

Source
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