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Fraud Prevention

Case Study: Fraud in Precious Metals Is Rising Faster Than You Think

Tahin Monzoor
Tahin Monzoor · Co-Founder / CTO

Tahin built and scaled risk systems for the past decade at leading fintechs like Stripe, Mercury, and Interac.

Over the past year, precious metals have gone through a historic run. Gold in particular has seen extreme volatility around record highs, trading above $5,000 per ounce in early 2026 before pulling back sharply. This is a sign of how much capital has flowed into the asset.

Even with recent pullbacks, the broader trend remains elevated. Gold is still up more than 50 percent year over year, reflecting sustained demand from investors and central banks.1

Institutional forecasts continue to reinforce this trajectory. Multiple banks have raised their 2026 targets, with projections ranging from $5,400 to over $6,000 per ounce depending on macro conditions.2

Whenever capital flows into a market like this, fraud follows.

If you sell precious metals online, you are not operating a typical e-commerce business. You are operating a financial extraction surface.

Why Precious Metals Are a Prime Target

Precious metals sit in a uniquely dangerous category. They are high value per transaction, instantly liquid, globally fungible, and irreversible once shipped. That combination makes them one of the most attractive targets for organized fraud.

In most e-commerce, fraud is distributed across many small transactions. In precious metals, a single successful transaction can be economically meaningful.

The risk is not theoretical. It is structural. It is getting worse right now because market conditions are improving for attackers, not defenders.

As prices rise, transaction sizes increase. As awareness grows, new buyers enter the market with little transaction history. As more volume moves online, systems designed for general e-commerce are stretched into handling what are effectively financial transfers disguised as purchases.

Most Companies Underestimate This Shift

They approach fraud like a configuration problem. Tune a few rules. Set a threshold. Review a handful of transactions. Add friction if things get bad.

That approach works when you are selling low value goods. It breaks completely when you are selling something that can be immediately converted back into cash.

Fraud in precious metals is not random. It is persistent, adaptive, and economically rational.

How Attacks Actually Work

When you step back and look at how attacks actually happen in this space, clear patterns emerge.

Fraudsters rarely make a single large purchase. They structure transactions just below obvious thresholds and spread risk across multiple attempts. This allows them to test system boundaries without triggering simple rules.

They choose payment methods strategically. Not all payment rails behave the same way. Some offer limited recourse or delayed visibility into fraud signals. Attackers know exactly which ones provide the highest probability of success.

They rotate identity constantly. The same underlying actor cycles through different emails, cards, and slight variations of personal information while reusing core infrastructure like shipping addresses. To a system that looks at transactions in isolation, these appear as unrelated customers. In reality, they are part of a single coordinated effort.

They retry aggressively. Fraud is not one attempt. It is repeated attempts until something works. Failed payments, declines, and mismatches are not noise. They are the lead up to a successful transaction.

If your system only evaluates successful payments, you are already too late.

The Real Cost of a Single Fraudulent Order

The most dangerous misconception in high value commerce is how loss is measured.

Most teams think fraud loss is equal to the chargeback amount. That framing is incomplete.

In high value goods like precious metals, a single fraudulent order can trigger multiple layers of loss. The physical asset is shipped and cannot be recovered. The funds are reversed. Additional operational or market related exposure can compound the impact depending on how inventory and pricing are managed.

The real loss is not the transaction amount. It is everything that cascades from it.

This is why traditional fraud approaches fail in this category. They are designed to react to disputes. Disputes happen after the damage is done.

Fraud Is Won Before Fulfillment

What actually works is not better rules. It is control over timing.

Fraud in precious metals is won or lost before fulfillment. By the time a dispute happens, the product is gone, the funds are gone, and the signal is historical.

The only thing that matters is how you act on early signals.

Effective systems do three things well:

1. They stop what is obviously bad. This includes clear patterns like abnormal velocity, reuse of instruments, or known compromised signals.

2. They introduce friction where it matters. High value, high risk transactions get additional verification. Low risk transactions move through without interruption.

3. They operationalize response before irreversible actions. This means treating failed attempts as signal, not noise. It means evaluating behavior before authorization, not just after. It means inserting checkpoints before shipping, not after disputes.

The teams that perform well here are not the ones with the most complex models. They are the ones that align their systems and operations around acting early.

The Threat Is Growing

Precious metals are becoming more valuable. That makes them more attractive not just to investors, but to attackers.

Profitable attack surfaces do not remain underexploited.

If you are selling high value goods online and relying on default fraud tooling, you are not protected. You are operating in a system that has not yet been fully tested against the incentives that now exist.

The market has changed. The threat model has changed with it.

Most teams just have not caught up yet.

If you are operating in precious metals or any high value, highly liquid goods category and want a second set of eyes on your fraud setup, email us directly. We are happy to take a look and give you a candid assessment of where you are exposed.