IcePanel vs Zeffy

Side-by-side comparison of AI visibility scores, market position, and capabilities

IcePanel leads in AI visibility (29 vs 26)

IcePanel

EmergingInfrastructure

Cloud Services

Vancouver YC W23 software architecture design platform at $440K revenue Sep 2025 with 4 employees; $500K YC convertible note 2023 competing with Miro and Lucidchart for engineering team structured C4 model architecture documentation and collaboration.

AI VisibilityBeta
Overall Score
D29
Category Rank
#24 of 85
AI Consensus
66%
Trend
stable
Per Platform
ChatGPT
34
Perplexity
35
Gemini
36

About

IcePanel is a Vancouver, Canada-based software architecture design and communication platform — backed by Y Combinator (W23) with $500,000 in convertible note funding in January 2023 from Y Combinator — providing software engineering and architecture teams with a SaaS tool for collaboratively designing, documenting, and explaining complex software systems using structured diagram frameworks (C4 model diagrams, architecture decision records, flow diagrams) that make architectural context accessible to all stakeholders — developers, product managers, and non-technical leadership. Founded in 2018 by Victor Leach and reaching $440,000 in revenue as of September 2025 with a 4-person team, IcePanel publishes the annual State of Software Architecture report (released November 2024) as an industry research resource for the software architecture community.

Full profile

Zeffy

EmergingNonprofit Tech

Zero-Fee Fundraising

Montreal zero-fee nonprofit fundraising platform with $1B+ processed; 100% donation pass-through via optional donor tips competing with Donorbox and Classy for nonprofit fundraising technology adoption.

AI VisibilityBeta
Overall Score
D26
Category Rank
#1 of 1
AI Consensus
68%
Trend
stable
Per Platform
ChatGPT
19
Perplexity
26
Gemini
17

About

Zeffy is a Montreal-based fundraising platform for nonprofit organizations that charges zero platform fees on donations — asking donors to optionally contribute a tip to cover Zeffy's operating costs rather than deducting fees from each donation, ensuring 100% of every donated dollar reaches the nonprofit cause. Founded in 2019 by Thibaut Davoult and Nicolas Lafleur, Zeffy has processed $1+ billion in nonprofit donations and provides a comprehensive suite including online donation forms, event ticketing, peer-to-peer fundraising campaigns, recurring donation management, and membership management — giving nonprofits a full fundraising platform at genuinely zero cost.

Full profile

AI Visibility Head-to-Head

29
Overall Score
26
#24
Category Rank
#1
66
AI Consensus
68
stable
Trend
stable
34
ChatGPT
19
35
Perplexity
26
36
Gemini
17
36
Claude
29
23
Grok
18

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.