How to Build Your Own AI Red Team in 2025

AI red team red teaming AI security DevSecOps threat modeling
Pratik Roychowdhury
Pratik Roychowdhury

CEO & Co-Founder

 
December 1, 2025 17 min read

TL;DR

This article covers the essential steps for security teams and DevSecOps engineers to establish an AI Red Team by 2025. It includes defining the team's mission, selecting the right AI tools, integrating AI red teaming into the SDLC, and continuously improving through feedback and adaptation. We'll explore the AI red team's role in identifying vulnerabilities and strengthening product security.

What is Marketing Content Anyway?

Marketing content, huh? It's kinda like that friend who always knows what to say to get you interested in something – but, you know, for businesses.

So, what is marketing content, anyway? Well, it's not just any old content. It's stuff created specifically to attract, engage, and retain customers. Think of it as a digital handshake, a way to start a conversation and build a relationship.

  • Content's role? Simple: grab attention and keep it. It's gotta be something people actually want to see. For example, a healthcare provider might create a blog post about managing stress during the holidays. That's way more engaging than just running an ad for their services, right? It directly addresses a user's problem and offers solutions, building trust.

  • How's it different? Marketing content ain't the same as, say, internal documentation or even news reports. It's got a specific goal: to influence the audience's behavior. A retail company posting user-generated content like customer photos with their products? that's marketing. It builds social proof. A financial firm publishing a white paper explaing the benfits of a new product? also marketing. It establishes expertise and generates leads.

  • The ultimate goal? Driving action. Whether that's getting someone to sign up for a newsletter, request a demo, or, you know, actually buy something. It's all about achieving business objectives.

Honestly, in today's world, if you're not creating good content, you're basically invisible. It is kind of a big deal. (Anchorman - "I'm kind of a big deal" - YouTube)

  • Establishing Brand Authority and Expertise. Consistent, high-quality content establishes a brand's voice and expertise. A manufacturing company sharing detailed guides on equipment maintenance, for instance, positions them as a trusted authority in their field.

  • Generating Leads and Driving Sales. Effective content generates leads by offering value upfront. Think of a software company offering a free e-book on "10 Ways to Improve Your Project Management Skills," then using that to nurture potential customers.

  • Fostering Customer Loyalty. Happy customers are repeat customers. Content helps build stronger relationships by providing ongoing value and support. A subscription box service sending out a weekly email with tips on how to use their products? That's loyalty-building gold.

Okay, so you know what marketing content is and why it matters. But how do you make sure yours actually works? Here are a few must-haves:

  • Value, value, value! It's gotta be relevant and useful to your target audience. If you're selling organic dog food, your content should be about pet health, nutrition, and maybe even some adorable dog pics.

  • Cut the fluff. People are busy. Get to the point quickly and use clear, simple language. Nobody wants to wade through jargon to figure out what you're trying to say.

  • SEO, ya know? Gotta make sure people can actually find your stuff on Google. That means using relevant keywords and optimizing your content for search engines.

  • Shareable and engaging! Content that people actually want to share with their friends and followers. Think about creating infographics, videos, or interactive quizzes.

So, what's next? Well, now that you know what marketing content is, let's dive into why it's so important.

Types of Marketing Content: A Quick Overview

Marketing content comes in all shapes and sizes, doesn’t it? Honestly, it can be a bit overwhelming figuring out where to even start. But don't sweat it, we're gonna break down some of the big hitters.

Okay, first up: blog posts. Think of these as the workhorses of your content strategy. They're those informative articles that, hopefully, get people flocking to your website.

  • The idea is pretty straightforward: create content that people actually want to read. How-to guides are always a solid bet. You know, stuff like "How to Change a Tire in 5 Easy Steps" (if you're, like, an auto shop) or "The Ultimate Guide to Baking Sourdough" (if you sell fancy flour). Listicles – those "Top 10" or "5 Ways to..." articles – also tend to do well; people love a good list, it seems. And don't forget industry insights; share your expertise, show you know your stuff.

  • The real magic of blog posts? They help you establish thought leadership. It's kind of a fancy term, but it just means showing that you're an expert in your field. And that drives organic traffic – people finding your site through search engines, not because you paid for an ad. Establishing thought leadership can lead to increased trust, customer loyalty, and a competitive advantage.

Next up: social media content. This is where things get a little more visual and, dare I say, fun?

  • We're talking engaging posts, eye-catching images, short, snappy videos... the works. The goal here is all about building brand awareness. You want people to see your stuff, remember your name, and maybe even click through to your website.

  • But here's the thing: you gotta tailor your content to the specific platform. What works on Instagram (think pretty pictures and short videos) probably won't fly on LinkedIn (more professional articles and industry news). And Twitter? Well, while short tweets are common, Twitter threads allow for longer-form content, enabling deeper discussions and storytelling.

Don't count out email marketing! Some people think email is dead, but honestly, it's still a powerhouse.

  • Think newsletters, promotional emails, and those automated sequences you get after signing up for something. The point? Nurturing leads and, ultimately, driving sales. This is achieved through personalized communication, targeted offers, and building relationships over time.

  • The key here is personalization and segmentation. Don't send the same email to everyone; figure out what they're interested in and tailor your message accordingly. And for goodness sake, segment your audience! Send different emails to different groups of people based on their interests, demographics, or past behavior.

Let's talk about videos. Because who doesn't love a good video, right?

  • We're talking explainer videos (perfect for showing how your product works), product demos (a must-have for showcasing your features), and customer testimonials (nothing beats a happy customer singing your praises).

  • Videos are super engaging – they grab attention way better than just plain text. But you gotta have a strategy. YouTube is a whole different beast than, say, TikTok. So think about where your audience hangs out and create videos that are optimized for those platforms.

Last but not least: infographics. These are your visually appealing data representations.

  • The beauty of infographics is that they can make complex information easy to digest. Got a bunch of stats and figures? Turn them into a colorful chart or graph. Want to explain a complicated process? Map it out with a flowchart.

  • Plus, infographics are super easy to share and embed. People love to post them on social media or include them in their own blog posts. It's a win-win.

So, that's a quick rundown of some of the most common types of marketing content. Next up, we'll dive into how to actually create content that, you know, works.

Creating a Simple Marketing Content Strategy

Okay, so you're ready to dive into creating a marketing content strategy? Awesome! Honestly, it's not as scary as it sounds. In fact, i think of it as a roadmap for your content journey, making sure you don't just wander aimlessly.

  • Defining Your Target Audience

    First things first: who are you even talking to? You can't just shout into the void and expect results. You've gotta really understand who your audience is. I mean, really understand them.

    • Demographics, interests, pain points – the whole shebang. Understanding demographics helps inform the tone and channels you use, interests guide topic selection, and identifying pain points highlights problems your content can solve. What age are they? Where do they live? What kinda jobs do they have? What are their hobbies? What keeps them up at night?

    • Creating buyer personas is super helpful here. Think of them as fictional representations of your ideal customers. Give them names, jobs, families, and all that stuff. Like, "Marketing Mary" who's a 35-year-old marketing manager at a mid-sized tech company, struggling to keep up with the latest trends. Or "Small Business Steve" who's a 50-year-old owner of a local bakery, trying to figure out this whole "online marketing" thing.

    • And then, do your research! Where do they hang out online? What websites do they visit? What social media platforms do they use? what kind of content do they engage with? It's like being a detective, but instead of solving crimes, you're figuring out how to sell stuff.

  • Setting Goals and Objectives

    Alright, so you know who you're talking to. Now, what do you want them to do? That's where goals and objectives come in.

    • What do you want to achieve with your content? More website traffic? More leads? More sales? All of the above? You gotta be specific.

    • And make sure your goals are measurable! Don't just say "I want more traffic." Say "I want to increase website traffic by 20% in the next quarter." That way, you can actually track your progress and see if your strategy is working. This is an example of a SMART goal, which stands for Specific, Measurable, Achievable, Relevant, and Time-bound.

    • Oh, and this is super important: make sure your content goals align with your overall business objectives. Your marketing content shouldn't be some separate, siloed thing. It should be a part of your bigger picture.

  • Choosing the Right Content Types and Channels

    Now for the fun part: deciding what kind of content to create and where to put it.

    • Think about where your target audience spends their time online. Are they all over Instagram? Then you should probably focus on creating some killer visuals. Are they more of a LinkedIn crowd? Then maybe write some insightful articles, you know?

    • And consider the most effective content types for your goals. If you're trying to generate leads, maybe offer a free e-book or webinar in exchange for contact information. If you're trying to build brand awareness, maybe focus on creating engaging social media content.

    • Don't forget about budget and resources! Creating high-quality content takes time and effort. So, be realistic about what you can actually pull off.

  • Creating a Content Calendar

    Okay, you've got your audience, your goals, and your content types all figured out. Now, how do you keep everything organized? A content calendar, my friend.

    • Planning and scheduling your content in advance. This helps you stay consistent and avoid those last-minute scrambles to create something, anything, to post.

    • Consistency is key! You can't just post a bunch of stuff one week and then disappear for a month. Try to establish a regular publishing schedule – whether that's daily, weekly, or monthly.

    • There's tons of tools out there to manage your content calendar. Trello, Asana, Google Calendar – whatever works for you. The point is to have a central place to keep track of all your content ideas, deadlines, and publishing dates.

So, there you have it: a simple framework for creating a marketing content strategy. It's not rocket science, but it does take some planning and effort. Next up, we'll talk about leveraging AI for marketing content creation.

Leveraging AI for Marketing Content Creation

Okay, so ai is changing everything, right? But how does that actually work when it comes to marketing content? It's not just about robots writing blog posts, it's way more interesting than that.

AI's not gonna replace marketers anytime soon, but it is becoming a seriously useful tool. Think of it like this: ai can handle the grunt work, freeing you up to focus on the creative stuff.

  • AI's impact on efficiency and scalability. AI can churn out content way faster than any human. Need 100 product descriptions by Friday? AI can probably handle that. A large e-commerce company, for example, could use AI to generate descriptions for thousands of products, freeing up their marketing team to focus on more strategic initiatives.

  • Generating content ideas and outlines. Stuck in a creative rut? AI can help brainstorm ideas and even create outlines for blog posts, articles, or social media campaigns. It's like having a digital assistant that's always ready to suggest new topics and angles. A financial services firm might use AI to identify trending investment topics and create outlines for educational articles.

  • Improving content quality and relevance. AI can analyze data to identify what kind of content resonates with your audience. It can also help you optimize your existing content for better engagement and conversions. A healthcare provider could use AI to analyze patient feedback and create more relevant and personalized content about specific health conditions.

So, AI can help with ideas, but can it actually write? Turns out, yeah, it can.

  • Using AI to generate headlines, body copy, and calls to action. AI copywriting tools can generate everything from catchy headlines to persuasive sales copy. Just give it a few keywords and a brief description of what you're trying to achieve, and it'll spit out a bunch of options. To use these tools effectively, practice prompt engineering – crafting clear, detailed instructions – and always review and edit the output. A retail company could use AI to generate different versions of ad copy for a new product launch and then test them to see which performs best.

  • Examples of popular AI copywriting tools. There's a ton of these tools out there now, like Jasper and Copy.ai. They all have their strengths and weaknesses, so it's worth experimenting to find one that fits your needs.

  • Benefits and limitations of AI-generated content. AI can save you time and effort, but it's not a magic bullet. AI-generated content can sometimes sound a bit robotic or generic, so it's important to review and edit it carefully. Also, AI can't replace human creativity and empathy. You still need a human touch to create truly compelling and engaging content.

Okay, so AI can write, but can it help you get found? Absolutely.

  • Analyzing keywords and optimizing content for search engines. AI can analyze vast amounts of data to identify the most relevant keywords for your target audience. It does this by examining search trends, competitor data, and user search queries. It can also help you optimize your content for search engines by suggesting ways to improve your title tags, meta descriptions, and overall content structure.

  • Identifying content gaps and opportunities. AI can analyze your competitors' content to identify gaps in your own content strategy. It can also help you discover new opportunities to create content that your audience is actively searching for.

  • Improving website ranking and visibility. By optimizing your content for search engines, AI can help you improve your website's ranking and visibility, driving more organic traffic to your site.

  • Generate expert content marketing, seo and Link Building strategies for Free.

  • Drive traffic, enhance visibility, and grow your brand effortlessly.

  • Leverage the power of AI with Publish7.

One of the coolest things about AI is its ability to personalize content.

  • Tailoring content to individual user preferences. AI can analyze user data to understand their individual preferences and then tailor content accordingly. This could involve showing different versions of a website to different users, sending personalized email newsletters, or recommending products based on past purchases.

  • Improving engagement and conversion rates. By personalizing content, you can make it more relevant and engaging, which can lead to higher conversion rates.

  • Examples of AI personalization strategies. An e-commerce company could use AI to recommend products based on a user's browsing history. A media company could use AI to personalize news feeds based on a user's interests.

So, AI is definitely changing the content game, but it's not about to take over the world. It's more like a super-powered assistant that can help you create better content, faster.

Next up, we'll dive into how to measure the success of your marketing content, because what's the point of creating all this stuff if you don't know if it's working?

Measuring the Success of Your Marketing Content

Okay, so you've been cranking out content, but how do you know if it's actually doing anything? Are people reading it, sharing it, or just scrolling right past? Measuring your marketing content's success is key, and honestly, it's not as complicated as it sounds.

There's a few big numbers you gotta keep an eye on. First off:

  • Website traffic, engagement, and conversion rates. Are people actually coming to your site because of your content? This can be tracked through metrics like traffic sources in Google Analytics. And when they get there, do they stick around? Metrics like bounce rate and time on page indicate engagement. A SaaS company, for example, would want to track how many visitors download their free trial after reading a blog post. And of course, are they converting? Conversion can mean more than just sales; it includes actions like lead generation, sign-ups, or downloads. Like, you know, actually buying stuff?

  • Social media reach and engagement. It's not just about how many followers you have, it's about how many people are actually seeing and interacting with your content. Are they liking, sharing, and commenting? A non-profit might track how many people share their fundraising campaign on social media.

  • Email open and click-through rates. Email marketing is still a big deal, so you need to know if people are opening your emails and clicking on the links inside. A real estate agency might track if potential clients click on links to property listings in their email newsletter.

So, how do you get all this juicy data? Well, there's tools for that!

  • Google Analytics, social media analytics, and email marketing analytics platforms are your friends. Google Analytics can tell you all sorts of things about your website traffic; social media platforms like Facebook and Instagram have their own analytics dashboards, and most email marketing services like Mailchimp or ConvertKit have built-in analytics too.

  • Setting up tracking and reporting is super important, so you can actually see the data. Most platforms make this pretty easy; you just need to install a tracking code on your website or connect your social media accounts. While many platforms simplify tracking, be aware that some technical setup, like installing a GA4 tag, might be required.

  • Analyzing data to identify areas for improvement. Once you've got the data flowing, it's time to put on your thinking cap. What's working? What's not? Maybe your blog posts are getting tons of traffic, but nobody's signing up for your email list. Or maybe your social media posts are getting lots of likes, but nobody's clicking through to your website.

Diagram 1
This diagram illustrates the key metrics for measuring marketing content success, including website traffic, social media engagement, and conversion rates.

Okay, so you've got all this data... now what?

  • Using data to optimize your content strategy is the whole point of measuring in the first place! If you see that videos are performing really well on social media, maybe you should create more videos. If you see that certain blog topics are driving lots of leads, maybe you should write more about those topics.

  • Testing different content formats and channels is a great way to figure out what works best for your audience. Try experimenting with different headlines, images, and calls to action. As HubSpot notes, constant testing and analysis is key to figuring out what works for your specific audience.

  • Continuously improving your results is a never-ending process. The marketing landscape is always changing, so you need to be constantly learning and adapting.

Alright, so measuring your content's success is all about tracking the right metrics, using analytics tools, and making data-driven decisions. Next up, we'll talk about ways to optimize your marketing content for conversions.

Common Mistakes to Avoid in Marketing Content

Marketing content, yeah, it's powerful stuff, but like anything, it's easy to mess it up. Ever feel like you're shouting into a void? Chances are, you're making one of these common mistakes.

  • Not Knowing Your Audience: I mean, seriously, who are you even talking to? It's like telling a joke that nobody gets – awkward, right? If you're creating content that don't resonate, you're wasting your time. Content that resonates builds connection, trust, and encourages engagement.

  • Make sure your content speaks directly to their needs and pain points. For example, a financial advisor targeting young professionals should focus on topics like "how to start investing with little money" rather than complex retirement planning strategies.

  • And listen to feedback! If people are telling you your content sucks, don't ignore them, find out why.

  • Creating low-quality content: Think of it like serving a burnt pizza… nobody wants that. If your content is poorly written, inaccurate, or just plain boring, you're damaging your brand.

  • Provide real value – something that people will actually find useful or entertaining. Real value can look like solving a specific problem (e.g., a tech company offering a troubleshooting guide), offering unique insights (e.g., an industry expert sharing future trends), or providing pure entertainment (e.g., a humorous brand video). A small bakery, for instance, should share recipes or baking tips, not just generic ads for their products.

  • Don't forget to proofread! Nothing kills credibility faster than typos and grammatical errors.

  • Ignoring SEO: If your content can't be found, what's the point? It's like hiding treasure, but forgetting where you buried it. Ignoring SEO means lost opportunities for website traffic, reduced brand visibility, and fewer potential customers discovering your business.

  • Optimize your content for search engines so people can actually find it.

  • That means using relevant keywords, writing compelling meta descriptions, and making sure your website is mobile-friendly. It's not rocket science, but it's essential.

Honestly, it's all about knowing your audience, creating high-quality stuff, and making sure people can actually find it. Don't overthink it, just be smart.

Diagram 2
This diagram highlights common mistakes in marketing content creation, including not knowing your audience, creating low-quality content, and ignoring SEO.

So, there you have it – the most common mistakes to steer clear of. Now go out there and make some awesome content!

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.

Related Articles

AI red teaming

Why AI Red Teaming Is the New Pen Testing

Discover why AI red teaming is replacing traditional penetration testing for more effective and continuous application security. Learn about the benefits of AI-driven security validation.

By Pratik Roychowdhury December 5, 2025 17 min read
Read full article
AI red teaming

How to Evaluate AI Red Teaming Tools and Frameworks

Learn how to evaluate AI red teaming tools and frameworks for product security. Discover key criteria, technical capabilities, and vendor assessment strategies.

By Chiradeep Vittal December 3, 2025 14 min read
Read full article
AI red teaming

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

Learn how to measure the effectiveness of AI red teaming with key metrics for attack surface and readiness. Quantify impact, improve security, and protect AI systems.

By Pratik Roychowdhury November 28, 2025 6 min read
Read full article
AI red teaming

Prompt Injection, Jailbreaking & More: Modern AI Red Teaming Tactics

Explore modern AI red teaming tactics like prompt injection and jailbreaking. Learn how to identify and mitigate vulnerabilities in AI systems with practical defense strategies.

By Pratik Roychowdhury November 26, 2025 10 min read
Read full article