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Fraudology

Evaluating fraud vendors through proof of concept testing

Let’s break this down.

In this episode, I brought together several fraud fighters who deal with the same challenge almost every ecommerce fraud team eventually runs into.

Choosing the right fraud prevention vendor.

If you’ve been through this process before, you already know it’s rarely straightforward. The fraud vendor landscape is crowded, the claims can sound very similar, and the stakes are high when you’re deciding which platform will influence your fraud detection strategy.

And this is where proof of concept testing usually comes in.

On paper, running a POC sounds simple. Test the technology. Compare results. Choose the best solution.

But the operational reality is much more complicated.

POCs take time. They require engineering resources. And sometimes the expectations set during sales conversations don’t match what teams actually see once the technology is integrated into a real environment.

That’s exactly what we dig into in this conversation.

Because evaluating fraud vendors isn’t just about technology performance. It’s about partnership, transparency, and whether the vendor truly understands the fraud problems your business is trying to solve.

Here is what that evaluating fraud vendors process means in practice:

  • running realistic proof of concept tests before committing to a platform
  • validating vendor expertise with real merchant references
  • identifying gaps between sales promises and operational results
  • ensuring internal teams support the long-term technology investment

What you’ll hear in this episode:

  • Why proof of concept testing often becomes resource-heavy for fraud teams
  • The risks of fraud vendors overpromising capabilities during sales cycles
  • How merchants evaluate fraud vendor expertise and industry knowledge
  • Why internal advocacy matters when adopting fraud prevention tools
  • The role of client references in selecting trustworthy fraud vendors

You should listen to this episode if you:

  • lead fraud, payments risk, or trust and safety teams at an ecommerce company
  • are currently evaluating fraud vendors or fraud detection platforms
  • manage proof of concept testing for fraud prevention tools
  • want to avoid common mistakes in the fraud vendor selection process

If you liked this episode, be sure to subscribe and review the podcast on iTunes, Spotify, YouTube, or wherever you listen to podcasts. It really helps with getting the word out.

Episode notes & key takeaways

Selecting fraud technology is rarely just a technical decision.

Fraud teams often operate in an environment where vendors promise strong results, but real-world performance depends heavily on integration quality, operational support, and how well the technology fits a company’s specific fraud patterns.

That’s why evaluating fraud vendors requires more than a quick product demo or marketing comparison.

It requires rigorous testing and honest conversations about what the technology can actually do.

Proof of concept testing reveals the real performance of fraud tools

Proof of concept testing is often the first real opportunity for merchants to see how a fraud prevention platform performs in their own environment.

And this is where expectations sometimes collide with reality.

Fraud tools that perform well in controlled demonstrations may struggle when exposed to the complexity of real transaction data, diverse customer behavior, and evolving fraud patterns.

Operational indicators teams often evaluate during a POC include:

  • detection accuracy across real transaction datasets
  • false positive rates impacting legitimate customers
  • integration complexity with existing fraud workflows
  • engineering effort required to deploy the platform

Why fraud vendors sometimes overpromise capabilities

The fraud prevention industry is competitive, and vendors often highlight the strengths of their technology during the sales process.

But fraud detection performance depends heavily on context.

A tool that works extremely well for one merchant may require significant tuning for another.

That’s why experienced fraud teams approach vendor claims with healthy skepticism.

Operational considerations when evaluating vendor claims may include:

  • requesting real merchant references from similar industries
  • verifying case studies against real-world fraud patterns
  • testing vendor claims directly during proof of concept phases
  • evaluating how transparent vendors are about product limitations

Internal advocacy matters when implementing fraud technology

Another theme discussed in this episode is the importance of internal advocacy.

Fraud teams often recognize the need for better tools before the rest of the organization does.

Convincing leadership to invest in new fraud prevention platforms can require strong data, clear explanations of risk exposure, and alignment across engineering, finance, and operations teams.

Operational considerations may include:

  • building business cases tied to fraud loss reduction
  • aligning fraud technology investments with company risk tolerance
  • collaborating with engineering teams during tool implementation
  • communicating fraud prevention outcomes to executive leadership

Long-term vendor partnerships require more than technology

The final takeaway from this discussion is that successful fraud technology deployments depend heavily on the vendor relationship.

Technology alone rarely solves fraud problems.

Vendors that understand a merchant’s specific fraud environment, offer strong support during onboarding, and remain engaged over time are far more likely to become effective long-term partners.

Operational indicators of strong vendor partnerships may include:

  • responsive support during integration and testing phases
  • proactive collaboration on fraud detection strategy
  • adaptability when fraud patterns evolve
  • transparent communication around platform capabilities

When fraud teams approach evaluating fraud vendors thoughtfully, proof of concept testing becomes more than a technical exercise.

It becomes a way to identify partners who can actually support long-term fraud prevention strategies.

And honestly, that’s the difference between buying software and building a fraud defense program that works.

Host
A smiling woman with short brown hair and glasses, wearing a black and white striped blazer.
Karisse Hendrick
Ecommerce Fraud Prevention Consultant