Aurelius vs 100ms

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

100ms leads in AI visibility (39 vs 27)
Aurelius logo

Aurelius

2Product & Design Tools

User Research Repository & Insights Platform

User research repository and AI insights platform; raised $4M+; helps UX teams and PMs organize, tag, analyze, and share research findings as searchable institutional knowledge.

AI VisibilityBeta
Overall Score
D27
Category Rank
#1 of 1
AI Consensus
52%
Trend
up
Per Platform
ChatGPT
22
Perplexity
34
Gemini
36

About

Aurelius is a user research repository and insights platform designed to help UX researchers, product designers, and product managers organize, tag, analyze, and share research findings across an organization, transforming scattered interview notes, survey results, and usability test data into a searchable institutional knowledge base that can inform product and design decisions. Founded in 2016 as a remote-first company, Aurelius has raised more than $4 million and serves product and research teams at technology companies that run continuous discovery programs and struggle to prevent research from being siloed in individual researchers' files or forgotten after a project concludes.\n\nAurelius's platform provides a structured workspace for uploading and organizing research artifacts — interview transcripts, notes, survey responses, and reports — tagging observations with themes and categories, and synthesizing tagged observations into insights and recommendations. The search capability allows any team member to retrieve relevant past research on a topic, reducing duplicate research and enabling evidence-based product decisions even when the original researcher has left the team. AI features assist with transcript analysis, automatic tagging suggestions, and insight generation from tagged observations.\n\nAurelius competes with Dovetail, EnjoyHQ, and Condens in the research repository and insights platform market. Its focus on insight synthesis — moving beyond storage to helping researchers generate and share actionable findings — differentiates it from simple file repositories, while its lightweight pricing and ease of setup make it accessible to smaller research teams that cannot justify enterprise research platforms. The company positions itself as the system of record for product research knowledge within organizations that take continuous discovery seriously.

Full profile
100ms logo

100ms

EmergingDeveloper Tools

Live Video Infrastructure

100ms is a live audio/video infrastructure platform with SDKs for React, iOS, Android, and Flutter, providing programmable rooms, recording, and live streaming for web and mobile apps.

AI VisibilityBeta
Overall Score
D39
Category Rank
#1 of 1
AI Consensus
53%
Trend
up
Per Platform
ChatGPT
50
Perplexity
49
Gemini
40

About

100ms is a live audio and video infrastructure platform that provides developers with SDKs and APIs for embedding real-time communication features — video rooms, audio spaces, live streams, and recording — into web and mobile applications. The platform is designed around a room-based model where developers programmatically create, configure, and manage video rooms through a REST API, with client SDKs for React, iOS, Android, Flutter, and React Native handling the media layer. This abstraction allows teams to build fully custom video experiences with their own UI without dealing with WebRTC internals, TURN server management, or media server infrastructure.

Full profile

AI Visibility Head-to-Head

27
Overall Score
39
#1
Category Rank
#1
52
AI Consensus
53
up
Trend
up
22
ChatGPT
50
34
Perplexity
49
36
Gemini
40
18
Claude
32
23
Grok
37

Capabilities & Ecosystem

Capabilities

Only Aurelius
User Research Repository & Insights Platform
Only 100ms
Live Video Infrastructure

Track AI Visibility in Real Time

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