AI Red Teaming Metrics: How to Measure Attack Surface and Readiness

AI red teaming attack surface security metrics
Pratik Roychowdhury
Pratik Roychowdhury

CEO & Co-Founder

 
November 28, 2025 6 min read

TL;DR

This article covers how to quantify the effectiveness of AI red teaming efforts. It includes which metrics to track—like adversarial input success rate and data poisoning detection—and how to translate those metrics into actionable insights, improvements, and business impact, ensuring that security investments are really paying off and AI systems stay secure.

The Critical Role of an Email Deliverability Consultant

Ever wonder why some emails land in your inbox and others vanish? That's where an email deliverability consultant comes in, and honestly, they're more important now than ever.

  • They're basically email detectives, auditing your current practices to see what's up. For example, maybe your healthcare company's appointment reminders are getting flagged as spam because they contain sensitive patient information or specific keywords that trigger spam filters.
  • They pinpoint deliverability issues, like blacklisted IPs or wonky authentication protocols. Think of a retail business whose promotional emails never reach their customer base because their sending patterns are too erratic.
  • They craft and implement solutions, and they don't just set it and forget it. They keep an eye on things, constantly tweaking for optimal performance – kinda like a finance firm adjusting their portfolio.
  • According to Olga Zam's LinkedIn post, there are many email deliverability specialists to consider, so, you aren't short on options. (Solve Email Deliverability Issues with This Cheat Sheet - LinkedIn)

Next up, we'll dive into some key recommendations for choosing the right consultant.

Key Recommendations for Choosing the Right Consultant

Okay, so you're hunting for an email deliverability consultant, huh? It's kinda like finding a good mechanic – you really need someone who knows their stuff. And trust me, not all consultants are created equal.

When you're making your choice, keep these things in mind:

  • Communication is KEY: Can they actually explain what's going on? If they're throwing around jargon and you're just nodding along, that's a bad sign. You want someone who can break down complex stuff into plain English.
  • Experience matters: I mean, obviously, right? Have they worked with businesses like yours? A consultant who's only dealt with e-commerce might not be the best fit for a healthcare provider needing to send secure patient updates.
  • Tools of the trade: Do they have access to the right tools for monitoring deliverability? Common tools include services like GlockApps, Validity's Return Path, or Mailgun's insights dashboard. Are they up on the latest ai-powered solutions for list hygiene? These might involve tools that use machine learning to identify and flag inactive or invalid email addresses, like NeverBounce or ZeroBounce.

Also, don't be afraid to ask for references. Any good consultant should be happy to provide them.
Next up, let's look at some common email deliverability problems.

Insights into Common Email Deliverability Problems

Ever wonder why some emails you swear you sent never arrive? Well, it's probably one of these common issues messing things up. Deliverability isn't just about hitting "send" and hoping for the best, y'know?

Here's a few things that can cause headaches:

  • Using the wrong language: You'd be surprised how many words trigger spam filters. Spam filters are no longer just looking for keywords; they're using ai to understand the context of your emails. So, if you're a finance company and you blast out emails with "urgent investment opportunity" in the subject line, expect trouble. It's all about being smart with your wording and avoiding phrases that are commonly associated with scams or unsolicited offers.
  • Crappy design: Emails that look like they're from 1999? Yeah, those are gonna get flagged. Make sure your emails are mobile-friendly, easy to read, and not just one giant image. A design that's just one large image can be problematic because email clients can't easily parse the content, and it can also be a red flag for spam filters. Nobody wants to squint at tiny text on their phone or download huge images.
  • Not testing your stuff: Always, always test your emails before sending them to your whole list. Send test emails to different email providers (Gmail, Yahoo, Outlook) to see how they look. Check for broken links and make sure everything renders correctly.

Basically, you want to make sure your emails are something people actually want to see, not something that screams "spam!" Next up, we'll look at actionable strategies for improving your email sending reputation.

Actionable Strategies for Improving Email Sending Reputation

Okay, so you're sending emails, but are they actually getting there? Turns out, your sending reputation is kinda like your credit score for email – mess it up, and nobody wants to "lend" you their inbox.

Here's how to keep it shining:

  • Warm up your IP. This is super important if you're switching providers or setting up a new IP address. ISPs monitor sending patterns, and a sudden surge in volume from a new IP can be suspicious, leading to throttling or blocking. You need to gradually increase your sending volume over a period of days or weeks, starting with small batches to engaged subscribers and slowly expanding. Think of it like introducing yourself slowly, not barging into a room yelling.
  • Segment like a pro. Sending the same email to everyone? Big mistake! Tailor your content. A marketing firm sending generic advice to a tech startup? Nah. Segmenting your list allows you to send more relevant content to specific groups of people, which can help avoid using the 'wrong language' for certain audiences and generally increases engagement. Target those emails!
  • Keep an eye on things. Track your bounce rate, complaint rate, all that jazz. If your emails are constantly bouncing, something's up. A high bounce rate can indicate poor list hygiene, and a high complaint rate can signal that your content or design isn't resonating with recipients, potentially pointing to issues with 'crappy design' or irrelevant content.

Next, let's look at the future of email deliverability and the trends to watch.

The Future of Email Deliverability: Trends to Watch

Okay, so what's next for email deliverability? It's kinda like asking what's next for the internet itself, right? Things are always changing, but here's what I'm keeping an eye on.

  • ai is getting smarter (and so are the filters): Spam filters are no longer just looking for keywords. They're using ai to understand the context of your emails. (AI Spam Filtering In 2026: Gmail & ML Advances - Clean Email) That means if you're a retail business, you can't just stuff your emails with "sale" and "discount" and expect to get through. ai is getting pretty good at spotting that now.
  • Privacy is the new black. People are way more aware of their data, and regulations like gdpr and ccpa aren't going anywhere. If you're a marketing firm, you really need to be clear about how you're collecting and using data. No more sneaky opt-ins!

It's the law! And it's good business, too.

  • reputation matters more than ever: isp's are cracking down on senders with bad reputations. So, warming up your ip, segmenting your lists, and all that good stuff we talked about earlier? It's not just best practice; it's essential for survival.

  • Authentication is your friend. dkim, spf, dmarc – these aren't just fancy acronyms. They're ways to prove you are who you say you are.

    • SPF (Sender Policy Framework): This tells receiving mail servers which mail servers are authorized to send email on behalf of your domain. It's like a whitelist for your sending servers.
    • DKIM (DomainKeys Identified Mail): This adds a digital signature to your emails, allowing the receiving server to verify that the email hasn't been tampered with in transit and that it actually came from your domain.
    • DMARC (Domain-based Message Authentication, Reporting & Conformance): This builds on SPF and DKIM, telling receiving servers what to do with emails that fail these checks (e.g., reject them or send them to spam).
      If you're a finance company sending sensitive information, you need to have these set up correctly.

Basically, the future of email deliverability is about being smarter, more transparent, and more respectful of people's inboxes. You can't just blast out emails and hope for the best!

Pratik Roychowdhury
Pratik Roychowdhury

CEO & Co-Founder

 

Pratik is a serial entrepreneur with two decades in APIs, networking, and security. He previously founded Mesh7—an API-security startup acquired by VMware—where he went on to head the company’s global API strategy. Earlier stints at Juniper Networks and MediaMelon sharpened his product-led growth playbook. At AppAxon, Pratik drives vision and go-to-market, championing customer-centric innovation and pragmatic security.

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