Fake loan / KYC messages
Support agents or users can submit a suspicious link or message that claims to be from a lending or credit brand.
Good first pilot use cases
Payment-link safety checks
Merchant-support or payment teams can review suspicious payment links and impersonation messages before advising a user.
Customer-support assist
An agent can paste a reported WhatsApp, SMS, email, or URL and receive an explainable risk result with safer next steps.
Suggested pilot boundaries
| Area | Suggested first-pilot boundary | Why it protects both sides |
|---|---|---|
| Use case | One clearly named workflow, such as fake KYC-message review. | Results can be interpreted instead of mixing many different problems. |
| Input | Suspicious text and/or URLs only; do not submit passwords, OTPs, PINs, account data, or unnecessary personal information. | Data minimisation reduces avoidable privacy and security risk. |
| Decision | Warn, route for review, or suggest official verification; no automatic transaction block based only on VerifyPulse. | Prevents an unvalidated model output from becoming a financial decision by itself. |
| Capacity | A pre-agreed limited request volume. | Allows reliability to be measured honestly, including provider-outage behaviour. |
| Duration | A short measured period, commonly four to eight weeks if both parties agree. | Creates enough evidence for a decision without pretending a trial is a full rollout. |
What a business should receive
Clear output contract
Risk level, explanatory reason codes/evidence labels when available, safe next steps, correlation ID, and an honest service/degraded status.
Transparent limitations
Known reputation coverage, provider availability, uncertainty, and what the service does not inspect should be stated before the pilot begins.
Measured review
Both parties should agree how to record confirmed scam, benign, false alert, unknown, response-time, and degraded/unavailable outcomes.
Safe escalation route
A named business contact and a written security/data-handling discussion should be available before real customer information is processed.
Current API reality: the maintained B2B endpoint is a controlled URL-scan route with API-key access checks. A broader customer integration should be agreed only after the exact use case, data fields, capacity, and safeguards are reviewed.
What VerifyPulse will not promise in a first pilot
- That every new scam will be detected.
- That a SAFE result proves a transaction, sender, or offer is authentic.
- That VerifyPulse replaces the client’s fraud engine, human-review process, bank controls, or regulatory duties.
- Unlimited traffic or an external uptime SLA before reliability has been measured and agreed.
Start a conversation
Please send the intended use case, whether the input is text/URLs, approximate daily request volume, and whether the workflow is customer-facing or agent-facing to narayanglokhande2007@gmail.com. A conversation is not a guarantee of onboarding; the fit and safeguards need to be reviewed first.