Depot vs OpsLevel

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

Depot leads in AI visibility (42 vs 24)
Depot logo

Depot

EmergingInfrastructure

Cloud Services

Remote Docker build cache service turning 10-minute CI builds into 2-minute builds; shared persistent layer cache across CI runners competing with Docker Build Cloud for container build acceleration.

AI VisibilityBeta
Overall Score
C42
Category Rank
#81 of 85
AI Consensus
68%
Trend
up
Per Platform
ChatGPT
47
Perplexity
53
Gemini
48

About

Depot is a remote Docker build cache and layer storage service that dramatically accelerates Docker image builds in CI/CD pipelines — providing a shared, persistent build cache that allows consecutive builds to reuse unchanged layers across different machines and parallel runners, turning 10-minute Docker builds into 2-minute builds. Founded in 2022 and headquartered in the United States, Depot targets engineering teams running Docker-based CI/CD on GitHub Actions, CircleCI, or other cloud CI platforms where each build starts from scratch without access to previous build cache.\n\nDepot's shared remote cache stores Docker build layers in cloud infrastructure and makes them available to all CI runners across a team — when a build starts, it checks Depot's cache for previously built layers and only rebuilds what has changed. This is particularly impactful for large monorepos and multi-stage Dockerfiles where base dependency layers (npm install, pip install, Maven dependencies) represent significant build time but rarely change between commits. Depot also provides native ARM build support (building ARM64 images without slow emulation).\n\nIn 2025, Depot competes with Docker's own Build Cloud, Buildkite Depot, and engineering teams' self-managed BuildKit caching solutions for CI Docker build optimization. The Docker build performance market has grown as teams running microservices in containers experience significant CI cost and time from slow Docker builds. Depot's managed service eliminates the infrastructure management burden of self-hosted build cache. The 2025 strategy focuses on expanding GitHub Actions integration (native action available in GitHub Marketplace), growing ARM native build adoption as teams adopt Apple Silicon development, and building build analytics that help teams identify slow Dockerfile patterns.

Full profile
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.

Full profile

AI Visibility Head-to-Head

42
Overall Score
24
#81
Category Rank
#1
68
AI Consensus
67
up
Trend
up
47
ChatGPT
22
53
Perplexity
18
48
Gemini
26
53
Claude
32
40
Grok
28

Capabilities & Ecosystem

Capabilities

Only Depot
Cloud Services
Only OpsLevel
Developer Portal

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