Humanloop vs Cursor

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

Cursor leads in AI visibility (93 vs 39)
Humanloop logo

Humanloop

EmergingDeveloper Tools

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
D39
Category Rank
#206 of 350
AI Consensus
93%
Trend
stable
Per Platform
ChatGPT
34
Perplexity
35
Gemini
35

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
Cursor logo

Cursor

LeaderDeveloper Tools

Agentic IDE

$2.3B raised at $29.3B valuation; $2B+ ARR (Q1 2026); used by 50%+ of Fortune 500. Dominant commercial AI coding tool; built on VSCode fork with native agent mode. Competing with GitHub Copilot, Windsurf, and Lovable in the vibe-coding wave.

AI VisibilityBeta
Overall Score
A93
Category Rank
#2 of 350
AI Consensus
81%
Trend
stable
Per Platform
ChatGPT
96
Perplexity
90
Gemini
90

About

Cursor is an AI-first code editor founded in 2022 by a small team of MIT researchers, built as a fork of Visual Studio Code with native large-language-model intelligence woven directly into the editing experience. Its mission is to make software engineers dramatically more productive by embedding AI reasoning into every layer of the IDE — from autocomplete to multi-file edits to natural-language code generation — rather than bolting AI on as an afterthought.\n\nThe platform centers on a VSCode-compatible editor that developers can adopt with zero workflow disruption, layering in features like Tab (predictive multi-line completion), Chat (context-aware in-editor assistant), and Composer (autonomous multi-file refactoring agent). Cursor reads and indexes entire codebases, allowing it to propose changes that span dozens of files coherently. It supports all major languages, integrates with existing extensions, and lets teams configure which underlying model — GPT-4o, Claude, or others — powers suggestions. Fortune 500 engineering teams adopt it alongside individual developers, and it is used by more than half of Fortune 500 companies.\n\nCursor reached $2 billion in annualized recurring revenue by early 2026 and raised at a $29.3 billion valuation, cementing its position as the dominant commercial AI coding tool. The company raised $2.3 billion in total funding and is widely regarded as the category-defining product in agentic IDE software, outpacing GitHub Copilot on developer mindshare metrics in multiple surveys.

Full profile

AI Visibility Head-to-Head

39
Overall Score
93
#206
Category Rank
#2
93
AI Consensus
81
stable
Trend
stable
34
ChatGPT
96
35
Perplexity
90
35
Gemini
90
36
Claude
90
37
Grok
88

Key Details

Category
General
Agentic IDE
Tier
Emerging
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Cursor
Agentic IDE

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