Ugoko vs GitMir

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

Ugoko compared with GitMir
Detail	Ugoko	GitMir
What it does	Run agents on cloud computers and call language and media models	AI model of your product's business logic accessible to people and AI agents
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	GB
Pricing model	Not given	Freemium
Pricing	Free in test mode with 2 hours of computer time per day. Live mode: computers $0.0000556 per second ($0.20 per hour), billed by the second while awake. Claude Sonnet 5.5 (default): $1.92 per million input tokens, $9.60 per million output tokens. Language models from $0.096 to $9.60 per million input	Free: 10,000 starting credits plus 1,000 per month. Engineering: $29 per active developer per month with 30,000 pooled credits each month. GitMir Vibe: $9 per person per month. Cloud Compute: $99 per project per month. MeetAI: $49 per project per month. GoBots: $99 per venture per month. Market: $49
Key features	Run agents from Claude Code, Codex, pi or Ugoko's own agent Language models from Claude, Kimi, GLM, Grok and GPT Image, video, audio and speech generation Per-end-user budgets and metering Computer sleeps free after 5 idle minutes Command-line interface with one-command setup Test mode free with real computer time No failed generation charges Webhooks and event streaming	Builds features, rules and customer paths and keeps them current with every push Shows what each commit changed in the business logic, not only in the code Provides change impact analysis before merge showing what could break Checks PRDs and specifications against the product Delivers understanding to AI agents over MCP Runs locally on your machine with GMM Local Finds risky patterns and problems in the product Enterprise deployment inside your security boundary Integrates with Claude Code, Cursor, Codex and VS Code MCP access for agents with 1-10 credits per answer
What makes it different	Pay only for computer time while awake, with sleep cost-free One project balance for all: computers, all language models and all media models Includes Claude Code, Codex and preview harnesses with no separate gateway to build Failed jobs are free; pay only for successful generations	Nearly 3× fewer errors on Benchmark 001 compared to alternatives 8.4K tokens per question instead of 27.4K for competitors Results published and measurable; method is proprietary Reduces AI cost per completed agent action from $0.35 to $0.08
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	Not checked yet no change since last check	27 no change since last check
Trust Flow (Majestic)	0	3
Citation Flow (Majestic)	0	28
Referring domains (Majestic)	0	50

4 details filled in for both companies.

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