Humanloop vs Zeffy

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

Zeffy leads in AI visibility (26 vs 25)

Humanloop

EmergingDeveloper Tools & Platforms

General

London LLM evaluation and prompt management platform (Gusto, Vanta, Duolingo customers) acquired by Anthropic 2024; YC W20 $7.9M Index Ventures-backed bringing production AI evaluation expertise to Anthropic's Claude development.

AI VisibilityBeta
Overall Score
D25
Category Rank
#348 of 1167
AI Consensus
71%
Trend
stable
Per Platform
ChatGPT
18
Perplexity
30
Gemini
25

About

Humanloop is a London, UK-based AI model evaluation and LLM observability platform — backed by Y Combinator (W20) with $7.9 million raised including a $5 million seed plus round in November 2023 led by Y Combinator with participation from Index Ventures and UCL Technology Fund — that joined Anthropic in 2024 to help build the AI evaluation and safety infrastructure that enables responsible development of AI systems. Founded in 2020 by Raza Habib, Jordan Burgess, and Peter Hayes, Humanloop served enterprise AI development teams at Gusto, Vanta, and Duolingo with prompt management, LLM evaluation frameworks, and production monitoring tools that help engineering teams systematically improve AI product quality and catch regressions when model versions change. The acquisition by Anthropic represents a talent and technology integration into the team building Claude and Anthropic's enterprise AI products.

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

25
Overall Score
26
#348
Category Rank
#1
71
AI Consensus
68
stable
Trend
stable
18
ChatGPT
19
30
Perplexity
26
25
Gemini
17
27
Claude
29
29
Grok
18

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