Mainbrella vs Gradient Labs

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

Mainbrella compared with Gradient Labs
Detail	Mainbrella	Gradient Labs
What it does	Cloud computers for AI agents on Cloudflare	AI agents for financial services customer operations
Stage	Not given	Startup
Founded	Not given	2024
Based in	US	GB
Pricing model	Freemium	Contact for pricing
Pricing	Prepaid compute at $0.02 per compute-unit hour. Minimum $5 top-up with no monthly subscription. Machine rates: Lite $0.02/hour, Small $0.12/hour, Medium $0.20/hour, Large $0.32/hour, XL $0.56/hour. Open source platform available via GPLv3 license for self-hosting on Cloudflare (Workers Paid plan sta	Outcomes-based pricing model where customers pay only for successful query resolutions. Integration options include day 1 value on Intercom, Zendesk or Freshdesk, typically delivering 20-50% resolution rate for easiest queries, or more comprehensive integration achieving 80-90% handling time automat
Key features	Linux workspace with command execution, file operations, and tool installation HTTP API, SSH, and browser terminal access Account-owned lifecycle controls and explicit ownership Five machine sizes from Lite to XL Saved workspaces with snapshot stop and resume Prepaid balance with no monthly subscription Shared accounts and billing infrastructure Hosted apps including Linux computers, Vibe coding, and Voice agents Custom runtime images and language support Outbound internet and ephemeral storage	End-to-end dispute automation with evidence gathering and chargebacks Collections agent for account arrears with personalized outreach KYB automation with document verification and business checks Insurance claims intake and processing Customer service agent with conversation memory and action execution Procedural agent controlled in plain language without coding Built-in financial services compliance guardrails Omnichannel support across phone, chat, email, SMS and social Real-time monitoring and performance tracking Multi-language support with same quality and compliance
What makes it different	Open-source platform that can be self-hosted on own Cloudflare account Built-in accounts, billing, and metering so developers don't start from scratch Simple prepaid model with no monthly commitment Direct founder contact for product feedback and integration questions Account-owned HTTP workflow with automatic cleanup	Full operational depth covering back-office work that other AI agents avoid Consistently higher CSAT than human teams with 98% customer satisfaction No platform fees - pay only for successful query resolutions Seamless integration with existing platforms without replatforming
Community votes	0	0
DR (Domain Rating by Ahrefs)	23 +1 (up) since last check	55 no change since last check
Trust Flow (Majestic)	5	11
Citation Flow (Majestic)	32	37
Referring domains (Majestic)	69	458

6 details filled in for both companies.

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