InQuery vs Manus AI

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

Manus AI leads in AI visibility (63 vs 44)
InQuery logo

InQuery

EmergingHealthcare

General

SF YC W24 AI medical record review for health insurance prior auth and claims; $3.1M from General Catalyst/DRW/YC deploying AI agents that process clinical documentation for coverage decisions competing with Cohere Health.

AI VisibilityBeta
Overall Score
C44
Category Rank
#980 of 1158
AI Consensus
65%
Trend
up
Per Platform
ChatGPT
52
Perplexity
52
Gemini
44

About

InQuery is a San Francisco-based AI healthcare platform — backed by Y Combinator (W24) with $3.1 million in total funding from Y Combinator, General Catalyst, Amino Capital, and DRW Venture Capital — providing health insurance companies and managed care organizations with AI agents that autonomously review medical records, analyze clinical documentation, and process prior authorization and claims decisions at a speed and scale that human reviewers cannot match. Founded in 2023, InQuery applies large language models trained on clinical documentation to the insurance review workflows that currently require teams of nurses and physician advisors to manually read through hundreds of pages of medical records per case.

Full profile
Manus AI logo

Manus AI

ChallengerAI & Machine Learning

Autonomous AI Agents

General-purpose autonomous AI agent. $125M+ revenue run rate. Acquired by Meta for $2B+ (Dec 2025). Founded 2022, China/Singapore. MIT Innovators Under 35.

AI VisibilityBeta
Overall Score
B63
Category Rank
#1 of 2
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
66
Perplexity
64
Gemini
54

About

Manus AI is a general-purpose autonomous AI agent developed by Butterfly Effect Pte Ltd, founded in 2022 by Yichao "Peak" Ji and Xiao Hong. Relocated from China to Singapore (mid-2025). Launched March 6, 2025, autonomously handling complex tasks like market research, coding, data analysis, and content creation without human intervention.

Full profile

AI Visibility Head-to-Head

44
Overall Score
63
#980
Category Rank
#1
65
AI Consensus
66
up
Trend
up
52
ChatGPT
66
52
Perplexity
64
44
Gemini
54
41
Claude
69
54
Grok
64

Key Details

Category
General
Autonomous AI Agents
Tier
Emerging
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Manus AI
Autonomous AI Agents

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