Viaduct vs AI CodeOps

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Viaduct compared with AI CodeOps
Detail	Viaduct	AI CodeOps
What it does	Free C4 modeling tool with an MCP server for software teams to share architecture context with AI development tools	AI coding agents with quality gates that require human approval before merging
Stage	Not given	MVP
Founded	Not given	Not given
Based in	LT	Not given
Pricing model	Freemium	Free trial
Pricing	Browser: Free with account. Desktop: €10 a month after 7-day free trial, one licence covers 3 machines. Enterprise: custom pricing.	Free during open beta with 2M AI tokens per month on platform models, or unlimited with your own model key. Team plan coming after beta with 20M economy tokens, 5M standard tokens, and 1M premium tokens per month. Enterprise priced per seat with unlimited economy models, 50M standard tokens, and 10M
Key features	System context, container, component, and code diagrams Live collaboration on models MCP server for AI coding agents Change sets for scoped agent work Organization SSO JSON import and export OpenAPI contract export Desktop app for macOS, Windows, Linux AI assistant for model descriptions Installable PWA	Multi-agent workflows with 20+ specialised agents Mandatory human approval gates before merge Quality gates: tests pass, review clear, human approval required Workspace budgets and spend caps Support for GitHub, GitLab, Bitbucket, Gitea and Forgejo Runs in browser with no installation required AI planning phase before code generation
What makes it different	Model elements exist once and appear on every level they belong to Endpoints are real OpenAPI documents, not diagram labels Desktop app keeps all data local and offline-capable Free browser version with no paywall or feature limits AI agents read and write architecture through MCP	Works with multiple Git hosts including self-hosted instances User code is not used to train AI models Transparent cost tracking with workspace spend controls Browser-based with no installation, sandboxed execution
Community votes	0	0
DR (Domain Rating by Ahrefs)	20 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	10	0
Citation Flow (Majestic)	28	0
Referring domains (Majestic)	74	0

5 details filled in for both companies.

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