Ellipsis vs Envoy

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

Envoy leads in AI visibility (36 vs 22)
Ellipsis logo

Ellipsis

EmergingInfrastructure

Cloud Services

SF YC W24 AI code review trusted by 9,300+ devs across 29K codebases merging PRs 13% faster; $2M Twenty Two/Four Cities/Amino seed Apr 2024 with 3-minute reviews and one-click fixes competing with CodeRabbit.

AI VisibilityBeta
Overall Score
D22
Category Rank
#33 of 85
AI Consensus
59%
Trend
up
Per Platform
ChatGPT
13
Perplexity
28
Gemini
14

About

Ellipsis is a San Francisco-based AI code review and bug fix tool — backed by Y Combinator (W24) with $2 million in seed funding in April 2024 from Twenty Two Ventures, Four Cities Capital, Garage Capital, Amino Capital, Transpose Platform Management, and Pioneer Fund — providing engineering teams with an AI code reviewer that catches logical errors, security vulnerabilities, and style guide violations directly in GitHub pull requests, trusted by 90+ companies and 9,300+ developers across 29,000 codebases and supporting 20+ programming languages. Merging pull requests 13% faster with AI reviews completed in under 3 minutes and one-click fix suggestions, Ellipsis automates the code quality assurance work that blocks development velocity in growing engineering teams. Founded in 2024.

Full profile
Envoy logo

Envoy

EmergingInfrastructure

Cloud Services

CNCF-graduated cloud-native proxy powering Istio and AWS App Mesh service meshes; 2025 AI Gateway v0.1 enabling AI API traffic management competing with NGINX in Kubernetes.

AI VisibilityBeta
Overall Score
D36
Category Rank
#58 of 85
AI Consensus
52%
Trend
up
Per Platform
ChatGPT
46
Perplexity
46
Gemini
33

About

Envoy is the most widely deployed cloud-native proxy, originally developed at Lyft and now a Cloud Native Computing Foundation (CNCF) graduated project since November 2018 — serving as the default sidecar proxy in Istio, Open Service Mesh, AWS App Mesh, and other service meshes, as well as the foundational technology behind many commercial API gateways and edge proxy products. Envoy processes traffic for millions of microservices globally, handling load balancing, service discovery, observability, and traffic management at the infrastructure layer.\n\nEnvoy's architecture as a high-performance, extensible proxy has made it the de facto standard for cloud-native network infrastructure — its xDS API for dynamic configuration allows platforms like Istio to manage Envoy configurations at scale without restarting proxies, while its rich observability (distributed tracing, detailed metrics) makes it essential for understanding microservices traffic patterns. Envoy Gateway 1.1 (released August 2024) added support for the Kubernetes Gateway API v1.1, standardizing how Kubernetes workloads expose services externally.\n\nIn February 2025, Envoy reached another milestone: the first stable open-source AI Gateway (v0.1), developed by Bloomberg and Tetrate and backed by CNCF, was built on Envoy to provide unified access management, rate limiting, and observability for AI model APIs — positioning Envoy as infrastructure for AI application traffic alongside traditional microservices traffic. Envoy competes with NGINX and HAProxy for traditional proxy workloads but has largely displaced them in Kubernetes and cloud-native environments. The 2025 strategy focuses on the AI gateway use case, continued Kubernetes Gateway API adoption, and the commercial ecosystem of Envoy-based products (Tetrate, Solo.io, and others) that fund ongoing development.

Full profile

AI Visibility Head-to-Head

22
Overall Score
36
#33
Category Rank
#58
59
AI Consensus
52
up
Trend
up
13
ChatGPT
46
28
Perplexity
46
14
Gemini
33
16
Claude
40
25
Grok
28

Key Details

Category
Cloud Services
Cloud Services
Tier
Emerging
Emerging
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Shared
Cloud Services

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