Mlola vs Ugoko

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

Mlola compared with Ugoko
Detail	Mlola	Ugoko
What it does	Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.	Run agents on cloud computers and call language and media models
Stage	Not given	Not given
Founded	Not given	Not given
Based in	ID	Not given
Pricing model	Not given	Not given
Pricing	Not given	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
Key features	Observe page state in atomic passes without screenshots Model picks operations only from compatible targets Risk classification for payments, deletions, sends and secrets Typed actions with freshness, visibility and occlusion checks Append-only event log for replay and audit Chrome automation through Playwright Browser extension for agent isolation	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
What makes it different	Deterministic browser mechanics as default, models only for judgement and writing Safety enforced through code boundaries, not prompt requests Every step verified independently before proceeding Cost measured by fast-path share on every run Capabilities advertised honestly, imitation refused	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
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)	10 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	0	0
Citation Flow (Majestic)	27	0
Referring domains (Majestic)	28	0

3 details filled in for both companies.

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