ScamSonnar Blog
Educational articles on crypto scams, wallet security, and how to spot risky tokens and contracts.
What Are Common Patterns in AI-Generated Scam Copy?
Specific recurring patterns in AI-generated scam copy — hyperbole, formulaic structure, impersonal tone — provide useful but time-limited detection signal.
How Can You Tell if Crypto Text Content Was Written by AI?
A practical checklist for spotting AI-generated crypto text — generic language, claim specificity, volume, and structural patterns combined.
What Is the Future of AI Versus AI in Crypto Scams?
The generation-versus-detection arms race across deepfakes, wash trading, and fake news has no clear endpoint. Here's what that means for your own defenses.
Can AI Reliably Tell Real Crypto News From Fake News?
News verification is one of the hardest automated detection challenges — writing quality no longer helps, and cross-referencing has real limits. Here's why.
How Do AI Detection Tools and Human Judgment Work Together?
AI excels at scale and pattern matching; human judgment excels at novel, ambiguous situations. Here's why the strongest approach combines both.
Can AI Detect Wash Trading Patterns Automatically?
Wash trading's statistical signatures make it well-suited for automated detection — here's how timing, wallet, and volume analysis work together to catch it.
What Are the Limits of AI-Based Scam Detection?
A complete, honest overview of where AI scam detection genuinely falls short — the arms race, novel techniques, false results, and access barriers.
Can AI Analyze a Smart Contract for Scam Patterns?
Automated contract analysis excels at catching known, documented risk patterns efficiently at scale — here's how it works, and where human review still adds value.
How Accurate Is AI at Detecting Deepfake Crypto Videos?
An honest look at deepfake detection accuracy — it varies considerably by generation method and lags behind newer techniques. Here's what that means practically.
Can AI Flag a Fake Crypto Website Automatically?
AI can flag fake crypto sites through visual similarity, domain patterns, and content analysis — here's how it works, and where its coverage genuinely falls short.
What Signals Do AI Scam Detectors Actually Look For?
AI scam detectors analyze specific, understandable signals — contract permissions, liquidity, holder patterns, deployer history. Here's what's actually happening.
Can AI Tools Help Detect Crypto Scams?
AI's pattern-recognition capability works both ways — the same technology enabling scams also offers genuine help identifying them. Here's the defensive side.
How Can You Limit AI-Scrapable Data About Yourself Online?
A practical, complete set of privacy practices to reduce your exposure to AI-assisted scam personalization — without requiring you to disappear from social media.
What Personal Data Helps AI Personalize a Crypto Scam?
Not all public information is equally useful for scam personalization — here's which specific categories matter most, so you can prioritize your privacy practically.
Can AI Detect the Best Moment to Approach a Crypto Scam Target?
Could AI synthesize signals to identify the optimal moment to approach a target? Here's the honest, speculative picture — and why consistent vigilance matters regardless.
How Do Scammers Use AI to Analyze a Target's Public Posts?
AI can infer emotional vulnerability from posting patterns alone, without explicit disclosure — helping scammers time an approach. Here's what that means for you.
Can AI Generate a Personalized Fake Investment Pitch?
AI can tailor an investment pitch's framing to your specific interests — making an otherwise generic HYIP feel individually crafted. Here's why the facts don't change.
How Does AI Help Scammers Build a Fake Relationship Faster?
AI-compiled personal details can accelerate how fast a fabricated relationship reaches deep trust — compressing the safest, easiest-to-recognize early stage.
Fake “I’m Not a Robot” Checks on Crypto Faucets: FaucetPay Phishing and ClickFix Malware
Fake CAPTCHA pages impersonate FaucetPay or push malware commands. Learn how to spot fake “I’m not a robot” checks on crypto faucets and stay safe.
How a Fee Bump Became a Trap: The Electrum Rogue-Server Flaw Explained
A reported Electrum flaw let rogue servers swap a payment for a fake one and exploit fee bumps. How it works, what changed and how to lower your risk.
What Is AI-Powered Social Engineering in Crypto?
AI doesn't invent new social engineering tactics — it amplifies familiar ones with more precision and scale. Here's the unifying pattern across this whole series.
Can AI Mimic a Friend's Writing Style in a Crypto Scam Message?
AI can mimic a compromised friend's writing style, removing an informal signal you'd normally rely on. Here's why independent verification still matters.
How Do Scammers Use AI to Personalize Phishing Emails?
AI combines scraped personal details with generated text to produce individually tailored phishing emails — here's why personalization no longer signals safety.
Can AI Scrape Your Social Media to Build a Targeted Crypto Scam?
AI can systematically compile your public social media into a profile used for a personalized scam approach — here's how, and how to reduce your exposure.