Scam Awareness
Recognize the patterns Suriin AI looks for, and learn what to check before you act.
Eight scam categories, one safer habit
This guide follows the categories in Suriin AI’s current NLP model. Read the warning signs, then verify the sender or offer through a separate, trusted channel.
A model prediction is a signal for review, not proof of fraud or safety. Categories can overlap in real messages. The examples below are fictional teaching examples, not model test results.
Read the research and guidance behind this pageCredential phishing
A message or imitation sign-in page tries to capture your account credentials or financial details. It may pretend to be your bank, an e-wallet, or another trusted service. [1] [9]
Warning signs
An unexpected account-verification link; a request for a password or one-time code; a claim that your account will be locked.
Illustrative exampleYour e-wallet will be locked. Verify your password and OTP at this link now.
Before you act
Open the official app or type the known website address yourself. Contact the organization through a channel you already trust.
Investment scams
An offer uses promises of easy profits or low-risk returns to persuade you to transfer money. Fake dashboards and testimonials can make a nonexistent investment look successful. [2]
Warning signs
Guaranteed profits; pressure to deposit more; earnings visible on a screen but withdrawals blocked.
Illustrative exampleGuaranteed weekly profit. Deposit today and invite your friends to earn more.
Before you act
Verify the provider independently and question guaranteed returns. Screenshots and testimonials are not proof that an investment is legitimate.
Prize & advance-fee scams
A promised prize or benefit is used to demand payment first. The claimed reward may never exist, even if the sender presents official-looking documents. [3]
Warning signs
A processing fee to release winnings; repeated requests for tax or delivery payments; demands for financial details to claim a prize.
Illustrative exampleCongratulations! You won a prize. Send the release fee before we can transfer it.
Before you act
Do not pay to release an unexpected prize. Check the promotion with the real organization using independently found contact details.
Job & task scams
A fake job offers earnings for simple online tasks, then asks you to deposit your own money to continue or withdraw supposed earnings. [4]
Warning signs
Unexpected recruitment messages; a growing balance that cannot be withdrawn; payments needed to unlock the next task.
Illustrative exampleFinish these product tasks, then top up your balance to unlock your commission.
Before you act
Do not deposit money to unlock wages or task earnings. Verify the employer outside the recruitment conversation.
Shopping scams
A seller or storefront misrepresents goods or fails to provide what was advertised. Low prices, polished pages, and high ratings alone do not establish trust. [5]
Warning signs
An implausible bargain; unclear delivery or refund terms; pressure to use payment methods with little recourse.
Illustrative exampleBranded phone at a huge discount. Pay immediately; no returns and no questions.
Before you act
Check independent seller information and return terms. Keep the listing, messages, and receipt; avoid relying on ratings alone.
Romance scams
Someone uses a fabricated online relationship to build trust and later request money. Research describes both financial loss and emotional harm; being targeted is not a personal failing. [6] [7]
Warning signs
Requests for money after building intimacy; repeated emergencies; excuses that prevent meeting.
Illustrative exampleI love you. I cannot access my money overseas. Please pay this emergency fee for me.
Before you act
Pause before transferring money to an online contact. Discuss the request with someone you trust and verify the story independently.
Emergency impersonation
Someone pretends to be a relative, friend, or authority figure and invents an urgent crisis to obtain money. A familiar name or convincing voice is not sufficient verification. [8]
Warning signs
Urgent payment for an accident or arrest; instructions to keep the situation secret; a new number claiming to be a loved one.
Illustrative exampleThis is your cousin. I am in trouble. Send money now and do not tell the family.
Before you act
Call the person on a number you already know, or verify with another trusted contact before sending anything.
Other scam patterns
The model includes a broad category for suspicious content outside its named groups. It is not a claim that every remaining scam has been individually learned or validated. [10]
Warning signs
A request for money, sensitive data, or device access that does not fit the other categories.
Illustrative exampleYour computer is infected. Call this number and give our technician remote access.
Before you act
Verify the request through an independent channel. For example, do not give remote device access in response to an unsolicited technical-support warning.
What does “non-scam” mean?
This is the model’s separate category for content it classifies as non-scam. It is not an independent verification of a person, business, link, or transaction. Missing context and model mistakes can affect a result; keep checking requests for money, credentials, or access.
Persuasion tactics can appear across categories
The model also looks for these eight tactics. They are cues to examine in context, not automatic evidence of a scam. Research on phishing shows that different persuasive appeals can affect credibility differently; a keyword alone does not establish deception. [9] Emergency-scam guidance also describes pressure to act quickly and keep secrets. [8]
- Urgency
- Pressure to act immediately.
- Fear or threat
- Warnings of loss, punishment, or account closure.
- Authority claim
- Invoking a trusted institution or official role.
- Scarcity
- Claiming only a few slots or a short window remain.
- Reward lure
- Using a prize, bonus, or profit as a hook.
- Social proof
- Using apparent popularity or testimonials to build trust.
- Emotional pressure
- Appealing to affection, guilt, or concern.
- Secrecy
- Asking you to hide the request from other people.
Research & references
The category names come from Suriin AI’s model, not a universal research taxonomy. These sources support the explanations and protective guidance; they do not validate this model’s accuracy. US agency guidance is used for general scam patterns, not Philippine legal or reporting procedures.
- Federal Trade Commission (FTC). How To Recognize and Avoid Phishing Scams.Consumer guidance
- FTC. Investment Scams.Consumer guidance
- FTC. Fake Prize, Sweepstakes, and Lottery Scams.Consumer guidance
- FTC. Task scams create the illusion of making money.Consumer guidance
- FTC. Online Shopping.Consumer guidance
- Coluccia, A., Pozza, A., Ferretti, F., Carabellese, F., Masti, A., & Gualtieri, G. (2020). Online Romance Scams: Relational Dynamics and Psychological Characteristics of the Victims and Scammers. A Scoping Review.Peer-reviewed research · Clinical Practice & Epidemiology in Mental Health, 16, 24–35. DOI: 10.2174/1745017902016010024
- Federal Bureau of Investigation (FBI). Romance Scams.Consumer guidance
- FTC. Scammers Use Fake Emergencies To Steal Your Money.Consumer guidance
- Baryshevtsev, M., & McGlynn, J. (2020). Persuasive Appeals Predict Credibility Judgments of Phishing Messages.Peer-reviewed research · Cyberpsychology, Behavior, and Social Networking, 23(5), 297–302. DOI: 10.1089/cyber.2019.0592
- FTC. How To Spot, Avoid, and Report Tech Support Scams.Consumer guidance
Sources reviewed 31 October 2026. Preserve relevant messages and transaction records if you suspect a scam. Use the reporting guidance for your own jurisdiction.