Quallaa
Quallaa
FREE & OPEN SOURCE

Think Notion meets VS Code. Made for marketing.

Organize in natural language. Execute with AI. Built on developer infrastructure.

Marketing teams spend hours clicking through HubSpot, Marketo, Google Analytics to do what AI could execute directly in Quallaa.

Text-based AI agents achieve 4.4x higher success rates than visual automation (72.5% vs 16.4% on real-world tasks).* Quallaa is the environment where AI can work at full speed.

* Based on 2023-2025 academic research and industry benchmarks.View sources
Quallaa

What Is Quallaa?

A knowledge-first environment for marketing operations.

Like Notion

Organize with markdown, wiki links, and databases. Natural language first.

Meets VS Code

Full developer infrastructure underneath. AI executes directly instead of clicking.

Free & Open Source

Built on the Same Stack as Fortune 500s

Quallaa runs on Eclipse Theia — trusted by these companies for their developer tools

Red Hat
Red Hat
Enterprise Linux tooling
Samsung
Samsung
Hardware development
SAP
SAP
Business app development
Arm
Arm
Chip design tools
Ericsson
Ericsson
Telecom engineering

Also: Arduino · Google Cloud Shell · Renesas · and hundreds more

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4.4x Better
Success Rate

When AI executes marketing operations directly vs clicking through HubSpot, Marketo, Google Analytics. View research →

AI Works Better in Code

Platform menus slow AI down. Quallaa is where AI works at full speed—in code, not through clicking.

The Menu-Clicking Trap

You Need Something

A specific marketing automation

Tool Shopping

Hunt for something close enough

Settle

Pick the least-bad option

Click Marathon

12+ menus to set up one campaign

Try Again

Didn't work? Start over.

Broken

Platform limits hit

Result: Platform Limits

Locked into platform capabilities. Custom logic needs workarounds or agency help. Evolves on vendor roadmap.

AI Automation Concept

AI With Training Wheels

Accuracy-67%
Time to Complete45 min
Perfect Fit60%
Rented Forever

Our Philosophy

We believe AI should work for you, not the other way around

Jeff Toffoli

Jeff Toffoli

Chief Human in the Loop

“Why force AI to click through menus when it can build exactly what you need?”

You're the Expert, AI's the Builder

You know your business. AI knows code. Together, you build perfect solutions.

You describe → AI builds → It works

Skip the Middleman

Talk directly to AI in its native language. No menus. No clicking. Just results.

Say it → Built → Done

Perfect Fit, Every Time

No more square pegs in round holes. Build exactly what you need.

Your idea → Your solution → Your way

Move Faster by Default

Skip the platform overhead. Direct execution means faster iteration and deployment.

Direct execution → Faster iterations → More capability

“The future is yours when AI works at full speed.”

“AI won't replace you.
Someone using AI will.”

Be that someone. With Quallaa.

Getting Started with Quallaa

Moving from HubSpot/Marketo to a knowledge-first environment is a shift in thinking. You're not learning a new platform—you're learning a new way of working.

Start With Guidance

Faster results, expert support

Use Quallaa with hands-on guidance from marketing operations experts. We help you build your first systems, then you own and evolve them.

Perfect if you:

  • Want faster time to results
  • Need help designing marketing systems
  • Appreciate expert guidance on best practices
  • Still want to own the outcome and iterate independently
Expert Guidance and Collaboration

How It Works

Plan Together
Design your first system in Quallaa (attribution, automation, etc.)
Build Together
Learn Quallaa hands-on while building your system
Launch It
Deploy your first marketing operation
Own It
Transition to independence over 4-8 weeks

Join the Quallaa Beta

Get early access to AI execution environments. Build custom marketing systems with the power of code and human understanding.

Now Accepting Beta Applications
Apply for Beta Access

Limited spots • Work directly with our team • Shape the product

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Build What
Platforms Can't

Custom attribution. Complex workflows. Marketing logic that fits your strategy. View research →

Frequently Asked Questions

Everything you want to know about escaping the SaaS trap.

16 questions across 4 categories

Categories

≥90%
Accuracy target (Evaluation Harness)
≤5%
Rework ratio target
≤5s
Processing time target
Ready to Start Today

Build Your Marketing Operations in Quallaa

Think Notion meets VS Code for marketing operations.

Download Quallaa (free, open source) or join the beta for AI features. Expert guidance available if you need help getting started.

Open source & free
You own everything
Expert help available
Marketing operations in a knowledge-first environment
Notion + VS Code
No platform limits