AstraEye Labs vs Preferly

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

AstraEye Labs compared with Preferly
Detail	AstraEye Labs	Preferly
What it does	AI-driven research for crypto and U.S. equities with licensed market data and transparent methodology	AI visibility audit for your business
Stage	Not given	Not given
Founded	Not given	Not given
Based in	US	PR
Pricing model	Freemium	Paid
Pricing	Freelancer: $0/mo (500 credits at sign-up, up to 1,000 once you verify); Space Analyst: $19/mo (1,500 credits/month); Galactic Merchant: $39/mo (4,000 credits/month); Interstellar Financier: $79/mo (10,000 credits/month); Patron of Science: $199/mo (30,000 credits/month)	Free check: $0, covers 3 AI models with 5 customer questions, score out of 100, and top fix. Full report: $99 paid once, covers 10 AI models, 5+ questions each, competitor rankings, contradictions, and AI Fix Pack with paste-ready code. Includes one free re-scan within 30 days.
Key features	Technical analysis examining price, volume, momentum, trend and volatility Fundamental analysis of tokenomics, protocol revenue and equity financials News and sentiment analysis across markets On-chain data analysis and whale activity tracking Derivatives and volatility research with options analysis Portfolio tracking with account and wallet connections SAGE research assistant with plain-language summaries Educational classroom features with gradebook and tests	Checks 10 leading AI models: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM Asks 5+ customer questions per model with web search enabled Ranks competitors named by AI models Shows where AI contradicts your website with quoted evidence Tests whether 10+ AI crawlers can reach and read your site Includes one free re-scan within 30 days
What makes it different	Every figure is computed from licensed market data and traceable to its source Deterministic methods that return the same result every time for reproducibility Transparent confidence levels and stated limitations on every report User maintains full control with no money management or trade execution by the platform AI integrates into existing assistants like ChatGPT rather than requiring a separate tool	Free check available immediately without entering payment details Full refund if report finds no fixes Ready-to-implement code fixes with paste-ready JSON-LD and FAQ copy Transparent crawler that never submits forms or bypasses protections
Community votes	0	0
DR (Domain Rating by Ahrefs)	2 +2 (up) since last check	4 no change since last check
Trust Flow (Majestic)	0	4
Citation Flow (Majestic)	9	18
Referring domains (Majestic)	6	9

6 details filled in for both companies.

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