InQuery vs OpsLevel

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

InQuery leads in AI visibility (44 vs 24)
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.

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OpsLevel logo

OpsLevel

EmergingDeveloper Tools

Developer Portal

OpsLevel is a developer portal and service catalog for tracking service ownership, maturity scorecards, and production readiness across microservices.

AI VisibilityBeta
Overall Score
D24
Category Rank
#1 of 1
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
22
Perplexity
18
Gemini
26

About

OpsLevel is a developer portal platform that gives engineering organizations visibility into the services they operate, who owns them, and how mature they are relative to internal engineering standards. At its core, OpsLevel maintains a service catalog that maps every microservice, repository, and infrastructure component to a team owner, populating metadata automatically from integrations with GitHub, GitLab, PagerDuty, Datadog, and cloud providers. This catalog becomes the authoritative source of truth for answering questions like who to contact about a service, what tier of reliability it requires, and what dependencies it has — questions that are often unanswerable at engineering organizations that have grown past the point where everyone knows everything.

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AI Visibility Head-to-Head

44
Overall Score
24
#980
Category Rank
#1
65
AI Consensus
67
up
Trend
up
52
ChatGPT
22
52
Perplexity
18
44
Gemini
26
41
Claude
32
54
Grok
28

Capabilities & Ecosystem

Capabilities

Only OpsLevel
Developer Portal

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