milliseconds.ai vs Vynix

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

milliseconds.ai compared with Vynix
Detail	milliseconds.ai	Vynix
What it does	Small model. Big decisions.	Point-and-click visual website feedback for AI coding agents
Stage	Not given	Startup
Founded	Not given	2026
Based in	CA	Not given
Pricing model	Freemium	Freemium
Pricing	Test plan: 125 million free input tokens per month with test_sk keys. Production plan: $0.04 per million input tokens with prod_sk keys (no charge for output tokens). Minimum credit bundle of $10 to unlock production access.	Free: $0, always free with 1 project and 50 annotations per month. Pro: $7/seat/month (introductory pricing, regular price shown struck through) with unlimited projects and annotations, 500 AI credits/month, and 14-day free trial. Business: $15/seat/month (introductory pricing) with unlimited seats,
Key features	Classification with score distribution and confidence Text and image extraction Yes/no decisions with probability Entity recognition and extraction Field verification against source Multi-level classification (classify-tree) OpenAI SDK compatibility Sentiment or tone rating Question answering with source spans SDK support for TypeScript and Python	Point-and-click and region capture Live element inspector with CSS selectors and React/Vue components Structured DOM context with XPath and computed styles Runtime diagnostics: console errors and network requests Native MCP server for AI agent integration One-click GitHub issues with Copilot auto-assignment AI Diagnosis of root causes and fixes Read-only share links with privacy protection Markdown, AI prompt and JSON export formats Works on any framework with Shadow DOM isolation
What makes it different	Optimized for bounded decisions with millisecond latency, avoiding slow token-by-token generation Extremely cost-effective at $0.04 per million input tokens with no output token charges 125 million free test tokens monthly with no card required Production-ready with REST API, SDKs, and CLI interfaces Structured responses enable direct application logic without additional parsing	Captures exact element selectors and DOM context instead of just screenshots Native MCP server allows agents to read feedback directly without copy-paste Privacy-first: metadata only, no request bodies, query strings stripped AI diagnosis suggests root causes, fixes and source files
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)	18 no change since last check	33 no change since last check
Trust Flow (Majestic)	28	9
Citation Flow (Majestic)	31	32
Referring domains (Majestic)	42	81

5 details filled in for both companies.

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