惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

月光博客
月光博客
Cyberwarzone
Cyberwarzone
L
LINUX DO - 最新话题
N
News and Events Feed by Topic
T
Troy Hunt's Blog
Help Net Security
Help Net Security
S
Security @ Cisco Blogs
Google DeepMind News
Google DeepMind News
Security Archives - TechRepublic
Security Archives - TechRepublic
M
MIT News - Artificial intelligence
G
Google Developers Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
V2EX - 技术
V2EX - 技术
Y
Y Combinator Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
大猫的无限游戏
大猫的无限游戏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Microsoft Security Blog
Microsoft Security Blog
Cisco Talos Blog
Cisco Talos Blog
T
Threatpost
Recent Commits to openclaw:main
Recent Commits to openclaw:main
S
SegmentFault 最新的问题
I
InfoQ
H
Hacker News: Front Page
D
Docker
Scott Helme
Scott Helme
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Blog — PlanetScale
Blog — PlanetScale
人人都是产品经理
人人都是产品经理
博客园 - 叶小钗
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
Netflix TechBlog - Medium
AWS News Blog
AWS News Blog
Know Your Adversary
Know Your Adversary
博客园 - 【当耐特】
T
Tor Project blog
U
Unit 42
H
Heimdal Security Blog
Microsoft Azure Blog
Microsoft Azure Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
P
Privacy & Cybersecurity Law Blog
PCI Perspectives
PCI Perspectives
美团技术团队
O
OpenAI News
T
Tailwind CSS Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
B
Blog
GbyAI
GbyAI
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
MyScale Blog
MyScale Blog

CNET

Valve's Steam Machine: Summer Release Planned, Still No Price Apple TV: 28 of the Best Shows You're Probably Not Watching YouTube TV vs. DirecTV vs. Hulu Live and More: Which Has the Most Must-Have Channels Out of 100? If You Want to Be a Better Pet Parent, AI Can Help I Was Shocked by How Good These Budget TVs Were Trump Phone Looks Different, Has No Launch Date, Isn't Made in America The Apple Watch Series 12 Is Rumored to Revive a Retired iPhone Feature Best Projector of 2026: Tested by Experts Best Home Theater Systems of 2026 How to Use Apple's Clean Up Tool to Remove Unwanted People and Things From Your Photos Today's NYT Strands Hints, Answers and Help for April 12 #770 Today's NYT Connections Hints, Answers and Help for April 12, #1036 Today's Wordle Hints, Answer and Help for April 12, #1758 Today's NYT Mini Crossword Answers for Sunday, April 12 Today's NYT Connections: Sports Edition Hints and Answers for April 12, #566 Watch a Robot Stuff Cash Into a Wallet Just Like You Do This Animation Startup Wants to Make It Easier to Tell Open-Ended Stories The 23 Best Graduation Gifts for 2026 Grand National 2026 Livestream: How to Watch Aintree Horse Racing From Anywhere Amazon Luna to Drop Support for Third-Party Games and Subscriptions in June YouTube Premium Is the Latest Streaming Service to Hike Prices Today's NYT Mini Crossword Answers for Saturday, April 11 Elden Ring: Tarnished Edition for Switch 2 Reignites Controversy Over Game-Key Cards Comcast Adds New StreamSaver Bundles: HBO Max, Disney Plus, Hulu Now Part of the Lineup Samsung's Galaxy Z Fold 7 Just Got a Price Hike, 9 Months After Its Release Microsoft Is Scrubbing the Copilot Name From Some Windows 11 Apps These $299 Glasses Are Like an HDR TV on Your Face Today's NYT Connections: Sports Edition Hints and Answers for April 11, #565 How to Make Sure Your Private Signal Messages Aren't Still Lurking on Your Phone Apple AirPods Max 2 Review: Seemingly Small Changes Make a Substantial Difference Today's NYT Connections Hints, Answers and Help for April 11, #1035 Today's NYT Strands Hints, Answers and Help for April 11 #769 Today's Wordle Hints, Answer and Help for April 11, #1757 Encrypted Emails Are Now Available for Some Gmail Phone App Enterprise Customers Tyson Fury vs. Arslanbek Makhmudov Fight: When to Watch the Action on Netflix Encyclopedia Britannica and Merriam-Webster Sue OpenAI OpenAI to Launch ChatGPT 'Adult Mode' Despite Warnings From Its Own Advisers Google Rolls Out Latest AI Model, Gemini 3.1 Pro FA Cup Soccer 2026: Watch Aston Villa vs. Newcastle Live From Anywhere The Google Pixel 10 Pro Might Have the Best Phone Display for Gaming We Tested 35 Phones and Found the Surprising Winner of Best Battery Life Best Smart Soundbar of 2026 Today's Wordle Hints, Answer and Help for Feb. 13, #1700 Today's NYT Strands Hints, Answers and Help for Feb. 13 #712 Today's NYT Connections Hints, Answers and Help for Feb. 13, #978 Hackers Are Trying to Copy Gemini via Thousands of AI Prompts, Google Reports YouTube Is Finally on the Apple Vision Pro. Can We Expect More Google Apps to Come? Premier League Soccer: Stream Brentford vs. Arsenal Live From Anywhere Sony's New WF-1000XM6 Earbuds Just Jumped to the Top of My Best Earbuds List How to Connect Bluetooth Headphones to Your Smart TV Fitbit's Gemini-Powered Coach Comes to the iPhone and Rolls Out to More Countries Today's Wordle Hints, Answer and Help for Feb. 12, #1699 Today's NYT Connections Hints, Answers and Help for Feb. 12, #977 Lenovo IdeaPad 5i 16 2-in-1 Gen 10 Review: Budget Convertible With Good Performance but a Clunky Design Today's NYT Strands Hints, Answers and Help for Feb. 12 #711 Today's NYT Connections: Sports Edition Hints and Answers for Feb. 12, #507 Today's NYT Mini Crossword Answers for Thursday, Feb. 12 Remember James Van Der Beek by Streaming Dawson's Creek and His Other Roles Stay Patient, Apple Fans: Siri AI Delayed Again to Late 2026 at the Earliest Anthropic Expands Claude's Free Tier With More Features Diablo Celebrates 30th Anniversary With New Warlock Class, Coming to 3 Games This Year Amazon Pharmacy to Offer Same-Day Delivery to 2,000 More Communities in 2026 Dell XPS 14 Hands-On: The Long-Running Laptop Brand Goes Back to What Works Aloha, AI Moana: Google's AI Will No Longer Accept Disney Character Prompts Darren Aronofsky, Your AI Slop Is Ruining American History in 'On This Day…1776' Best PlayStation 5 Controllers in 2026: The Top PS5 Controllers From Sony, Razer, Nacon and More Best Streaming Services for Kids in 2026 Using AI at Work May Actually Make Your Days Longer and More Unpleasant, Study Finds Best Sonos Speakers for 2026 Premier League Soccer: Stream West Ham vs. Man United, Live From Anywhere Framework Desktop Review: Small and Mighty, but Shy of Upgrade Greatness Overwatch's New Season 1 Launches Today, Delivering on Decade-Long Potential The Best Way to Prevent Fraud: A Guide to Freezing Your Social Security Number Today's NYT Connections: Sports Edition Hints and Answers for Feb. 10, #505 Today's NYT Connections Hints, Answers and Help for Feb. 10, #975 TikTok Ordered to Change Algorithm Over 'Addictive Design,' or Face a Hefty Fine Super Bowl LX: Watch the AI-Related Ads Coming to the Big Game My Wife and I Play the Best Two-Player Games Every Week. Here Are Our Favorites 'Wicked: For Good' Is Coming to Streaming. Here's When You Can Watch Here's Why Taylor Swift's Opalite Music Video Isn't on YouTube Yet Testing the Best Laser Cutters and Engravers Is One of the Best Parts of My Job My iPhone 17 Pro Went Head-to-Head Against a Pro Cinema Camera Valve Delays Steam Frame and Steam Machine Pricing as Memory Costs Rise 'Predator: Badlands': Here's When You Can Stream It on Hulu Americans Plan to Spend $1,177 on a New TV. Here's How to Do It for Less in Time for the Big Game ExpressVPN’s New Privacy-Focused AI and Email Protection Features Could Be Game Changers From Data Entry to Strategy, AI Is Reshaping How We Do Taxes The Motorola Signature Is the Moto Phone I've Wanted for Years Spotify's Page Match Lets You Swap Between a Book and the Audiobook I Played the 5 New Overwatch Heroes Dropping Next Week. Check Out the Gameplay These New AI Transcription Models Are Built for Speed and Privacy Best Budget Earbuds for 2026: Cheap Wireless Picks Maximize Your Refund with H&R Block's Smart Tax Tools How H&R Block's Experts Can Help You Avoid Common Filing Mistakes Anthropic Pinky-Promises It Won't Add Ads to Claude This Phone Stays Charged for Almost a Week by Keeping Your Data Secure Winter Olympics 2026: How to Watch Ice Hockey Events 8 Essential Security Tips for Using AI Chatbots Safely Here's How to Use Apple's Invites App to Plan Your Super Bowl Party Google Brings Genie 3's Interactive World-Building Prototype to AI Ultra Subscribers
Is That Call, Text or Email Real? Here’s How to Identify Scams
Dianna Gunn · 2026-06-19 · via CNET

Online scams are an ever-present threat, costing Americans nearly $119 billion a year. It's not just happening on the internet either. Robocalls and text scams hit a six-year high in 2025. 

Now, with the proliferation of artificial intelligence, scammers are even more sophisticated, using AI tools to bypass spam filters and trick people into divulging sensitive information or making false payments. 

Attackers can use large language models -- trained to mimic human writing -- to create highly personalized, grammatically flawless phishing emails and texts that convincingly impersonate real individuals. They can also use machine learning to create voice clones, which mimic the pitch, tone and patterns of someone's voice. 

As an author with a very public online presence, I’ve received dozens of advanced scams in recent months (over 10 of them while drafting this article), mostly aimed at getting me to purchase nonexistent marketing packages. 

Here’s what I’ve learned about identifying scams, especially those that use AI to get past your spam filters.

Common features of AI scams

Technically, it’s impossible to be 100% certain that something was created by AI. Even Pangram, an AI plagiarism checker that claims to outperform human experts at identifying AI-generated content, can produce false positives due to a lack of nuance

However, there are some red flags to look out for.

Does the message lack unique information? 

The most common scam emails I receive are from alleged fans who claim they want to help market my work. After experiencing an initial moment of excitement -- there’s nothing cooler than receiving fan mail -- I realize their email simply rearranges words from one of my book blurbs without any new or unique information. This tells me that the AI model just scraped data from my Goodreads page to build its scam message.

Even if you don’t have a Goodreads page, you can still get a sense of what information about you is readily available online. Scrutinize what's public knowledge versus sensitive data that only someone close to you would have. 

For example, a friend’s grandmother once identified a scam when someone claiming to be her grandson called her “Grandma." Her real grandchildren called her by a different name.

Does the message claim to be from someone famous? 

Another common type of scam in my professional network is someone claiming to be an esteemed author, an established agent or a big publisher with a sudden interest in your work. As someone who’s published five books, I can promise you that no one famous will email you unless you’ve had a previous conversation. 

Here's one example of a scam received by my friend AGA Wilmot, an award-winning writer, that claims to come from a reputable author to get them to download a file that likely contains malware.

Text of a scam email trying to get an author to download a file that likely contains malware.

Enlarge Image

Text of a scam email trying to get an author to download a file that likely contains malware.

This scam email encouraged the recipient to download a free guide for writers that likely contained malware.

Dianna Gunn/CNET

Similarly, your favorite influencer or celebrity is unlikely to take a sudden interest in you unless you go viral with content about them. 

Even then, there are ways to verify the message's validity by checking the celebrity’s social media profiles or website, or by confirming the phone numbers used to text or call you.

Does the message use awkward or overly formal language?

While the scams of the past were often identified by messy language, typos and strange formatting, AI-generated content tends to trend in the other direction. Emails and text messages drafted by large language models are usually free of typos. Phone calls often use highly polished and formal language, like something you might find on a company’s terms of service page, rather than regular communication.

Just because something is written in formal or polished language doesn't mean it's legit. 

Is there a suspicious email address or phone number?

Scammers’ email addresses can often be identified by one of the following:

  • A suspicious domain, often one similar to the company they’re trying to impersonate (such as “paypal1.com” for a scammer impersonating PayPal). The domain may also be completely unrelated to the person or company.
  • A suspicious username, often similar to a real username (like “contact12” for a scammer impersonating a company’s customer service). The email may also be a random combination of words or numbers.
  • An unbranded email domain, such as gmail.com. While some legitimate inquiries will come from unbranded email addresses, established professionals at large companies will have custom email addresses tied to their company's domain. Similarly, company departments, such as customer service, will have email addresses with branded domains.

Suspicious phone numbers can be harder to identify, though I’ve found that any call from a number that shares the middle three digits of my own phone number has been a scam. Long-distance calls from area codes you don’t recognize may also be scams.

Does the message use urgent language? 

A pushy text message asking why the recipient hasn't responded sooner.

Always be suspicious when someone uses urgent language and tries to force you to act quickly.

John Kim/CNET

Many scams create a sense of urgency with phrases like “immediate action required” to get you to act without paying attention to context clues. The truth is that very few things, especially via email or text, require immediate action. 

While this knowledge can help identify some scams, it can also make phone scams more dangerous. If someone’s really in trouble, they’ll call you -- so it’s important to understand other signs of phone scams and keep a level head when someone calls you claiming there’s a crisis.

Are there unexpected attachments? 

Email scams often use attachments that contain viruses or other malicious code. Scammers attempting to gain your payment app information may attach invoices to their emails to make them look more realistic.

Are there misleading links? 

Another common scam tactic is to send you links to malicious websites that often impersonate real sites like PayPal or banks. Similar to the email addresses we discussed earlier, they'll have domains that either imitate the sites they’re copying or that make no sense at all. Always review the URLs of any links you receive to see if they're legit before clicking.

Does the message violate company policies? 

Many institutions, especially financial institutions such as banks and tax authorities, have strict rules about how and when they’ll contact you, which are often publicly listed on their websites. If a message claiming to come from one of these institutions breaks those rules -- like asking for personal information via email when the company’s policies state it will never do that -- it’s probably a scam.

How to identify scams that make it past your spam filters

Spam filters catch a lot on your email platform and phone, but they can't always keep up with the increasingly elaborate scams bad actors are creating with AI. 

The following strategies, drawn from my own experience and cybersecurity experts' advice, can help you deal with scams that get through your filters.

Establish a system to confirm the identity of people calling you

You want to avoid being scammed out of your hard-earned cash by people impersonating your loved ones with AI voice clones, but you also want to be able to help your family when they need it. Establish systems you can use to verify loved ones’ identities when they call for help, such as a code word, number or nickname that can be verified in urgent situations.

Scrutinize messages claiming to be from authority figures

Since so much information is online, it's easier to impersonate people. Let’s take a look at an email I recently received that claims to come from an editor at a large publishing house.

Text of a scam email that appears to come from a staff editor at an established book publishing house.

Enlarge Image

Text of a scam email that appears to come from a staff editor at an established book publishing house.

Another email scam purports to come from a real staff editor at an established publisher.

Dianna Gunn/CNET

This scammer did their research. The editor is a real person at Pan Macmillan, and the signature includes her real photo and the company's real URL. At first glance, it seemed real.

However, I was able to identify it as a scam using some of the clues I discussed earlier. First, a senior editor certainly has an email with the company’s domain, but this message came from a Gmail address. Second, the use of my full name in the greeting rather than just my first name suggests the use of AI. Finally, the information about my book was taken entirely from the publicly available blurb and reviews. 

All of this confirmed my initial feeling that this was a scam, likely leading toward an ask for money or personal information. Pan Macmillan further validated my suspicions by issuing a fraud alert about scammers impersonating Pan Macmillan employees. 

Reach out to the person or company the scam claims to come from

If you’re still uncertain about an email, text or phone call, your next step is to reach out directly to the source of the message through the official contact information on their website. For example, if you get a text message to click a link for a FedEx package delivery, it's easy to call FedEx independently or check its website to confirm. 

Unfortunately, you won’t always be able to do this when a scammer is pretending to be an individual. For example, I couldn’t find a contact email for the editor being impersonated in the scam email I shared above. In these instances, you’ll have to rely on your instincts. If it sounds too good to be true, it probably is.

Use the Malwarebytes reverse phone lookup tool

Malwarebytes antivirus software on a phone
James Martin/CNET

Malwarebytes, one of our Editors’ Choice winners for best antivirus in 2026, recently launched a free reverse phone lookup tool to help you determine whether a phone number is authentic. Simply enter a phone number and Malwarebytes will check it against a database containing millions of recorded scam numbers. All of this happens near-instantly, and the results will tell you if the number is safe, suspicious or a confirmed scammer. Malwarebytes will also share caller information if it’s available so you can decide whether or not to return the call or text.

Pay close attention to unrequested links

Scam URLs are often easily identified because they mimic real websites or use a random combination of letters and numbers. However, some domains may appear to belong to real people or companies. In these instances, try Googling the domain and adding the word “scam” to determine whether the URL has been associated with scams. This method isn’t foolproof, but it has proven useful.

Don't click on unrequested attachments

Always take a close look at file names before opening attachments you haven’t requested, especially if they come from email addresses you’re not familiar with. File names of malicious attachments often include random letters, numbers or symbols. 

Another way to determine whether an attachment is malicious is to look at the file preview without downloading it. You can do this by hovering your mouse over the attachment and pressing the space bar, which generally triggers an application's preview or quick-look feature, allowing you to view the contents of the file without actively saving, downloading or fully executing it.

AI scams are on the rise, but you can stay safe

AI-powered scams are more sophisticated than ever, claiming 62% more victims in 2025 than in 2024. The most important approach is to be skeptical, take a pause and look for clues. Methods including checking emails and phone numbers against existing contact information on company websites or creating a code word loved ones can use to confirm it’s really them calling you in a crisis are solid ways to help you stay safe. As a general rule, never share personal information or sensitive data unless you have verified who's on the other end. 

There are also steps you can take to minimize damage if you do get scammed, including proactive steps such as purchasing identity theft protection to secure your assets.