Brian2 Atlas vs Caybl.ai

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

Brian2 Atlas compared with Caybl.ai
Detail	Brian2 Atlas	Caybl.ai
What it does	Distributed neural simulation with MPI for Brian2 models	Hosted MCP server connecting Google Analytics, Ads and Search Console to Claude and ChatGPT
Stage	Startup	Not given
Founded	2026	Not given
Based in	GB	IE
Pricing model	Open source	Freemium
Pricing	Not given	Free: 50 credits to ask in Caybl, Google Analytics in Claude/ChatGPT with unlimited questions, no card required. Pro: $29/month with 500 credits/month, all data sources (Google Ads, Search Console, Bing, Microsoft Advertising, Tag Manager, YouTube, PageSpeed), and unlimited questions in Claude/ChatG
Key features	Distributed simulation across MPI ranks Multi-backend execution (CPU, GPU, Browser, MPI) AtlasIR typed intermediate representation Native forward and reverse execution for training Retains Brian2 modelling interface GPU execution on Apple Metal and NVIDIA CUDA WebAssembly browser execution CPU reference and AOT compilation	Google Analytics connector with standard reports, realtime reports, funnel reports, account/property lookup, custom dimensions and metrics Search Console queries, pages and index status tracking Bing Webmaster Tools with crawl health, backlinks and keyword research Microsoft Advertising campaigns, keywords and performance management Tag Manager container audits and version history YouTube channel analytics including revenue for monetized channels PageSpeed Insights and Core Web Vitals auditing One-click disconnect with immediate OAuth revocation Built-in assistant powered by Claude with one-click fixes for negative keywords and budgets
What makes it different	Distributed execution without sacrificing Brian2's familiar modelling interface Open-source with published arXiv paper and reproduction materials Explicit, verifiable execution plans via AtlasIR	No setup required - sign in once with Google, no tokens or credentials to manage Ask questions in your own AI (Claude, ChatGPT) with unlimited questions on all plans Write access with dry-run preview and approval required before any changes apply Data fetched on demand from live APIs, never stored or warehoused
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 −1 (down) since last check	2 −3 (down) since last check
Trust Flow (Majestic)	3	0
Citation Flow (Majestic)	19	27
Referring domains (Majestic)	14	29

5 details filled in for both companies.

More alternatives to Brian2 Atlas More alternatives to Caybl.ai