Common Sense Personalization Examples

The MuleSoft example

Let’s look at an example of some common sense personalization ideas.  We will use MuleSoft.com, a B2B provider of multiple software products, as an example.

First a disclaimer. MuleSoft is not a FunnelEnvy customer and I have no insider knowledge of their business or marketing. What I’m suggesting below are insights based on what I can determine from their website, with a healthy dose of assumptions included.

MuleSoft’s featured product, Anypoint Platform™, seems to follow a relatively standard SaaS buyer journey which includes a free trial. We can use this to put some definition around the activities that define our STDC intent clusters:

Cluster Behavioral Criteria
See New visitor coming to the site with no prior engagement history
Think Visitor actively engaging with solution specific content
Do Submitted free trial form or ask an expert form
Care Paying customer who is having success

 

We can learn a lot from the technologies that MuleSoft is using on their site. They have Demandbase and Engagio, so it’s safe to say that Account Based Marketing (ABM) is a strategic priority. Since they’ve adopted ABM it’s also very likely that they have defined account tiers grouped by potential value to the business.

The navigation bar gives us clues about some of the other Account based attributes that they care about. Under the Solutions menu they list resources by initiative, integration, technology, and industry.

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Digging around in MuleSoft’s training offerings helps us identify the individual roles within the accounts that they can market to as well.

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With this information we can put together a contextual framework to evaluate MuleSoft’s website experience. As you can see there are a lot of variables to consider!

Rather than UX improvements or content suggestions, we’d like to personalize the entire experience – messaging, value propositions, and next best action based on an individual visitor context. Let’s look at how we might improve MuleSoft’s web experience with some of this context in mind.

The “See” Cluster

The home page is often one of the most highly trafficked pages, usually with a high volume of direct and organic (branded) search traffic. As a result, it generally has pretty generic top of the funnel content and often serves as a “traffic cop” – funnelling visitors to the sections of the site with more specific content.

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What if instead of the headline, copy and CTA we could replace it with something that better reflected the visitor’s intent?

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Visitor intent: Explore Government IT solutions

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Visitor intent: Understand Salesforce integration possibilities

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Visitor intent: Accelerate ecommerce integration

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Visitor intent: Try Anypoint Platform

The three content boxes below the home page CTA could similarly be personalized based on intent. MuleSoft also has an extensive resource collection of case studies, ebooks, whitepapers and webinars. The featured content at the top of the page is prime real estate to showcase personalized content.

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Accomplishing the “See” cluster

A common question that we get is how do we actually know enough about “anonymous” visitors (ones who haven’t filled out a form) to be able to personalize for them?

We’re looking for signals that could inform the right experience, and it turns out there are more than you might think. Think about how users get to the website. If you’re running ads you’re probably already segmenting based on intent and other relevant characteristics. It’s now become common for marketers to personalize landing pages, but keep in mind that visitors that hit your landing pages might browse to other areas of the site or return in subsequent sessions.

As an example MuleSoft is running search ads. Many of them provide clear signal as to the intent of the visitor who clicks through. These can be used to personalize not only the home page, but also the home page, content pages, and to take them deeper in the content journey.

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Using data from incoming clicks doesn’t have to be limited to ads. Referring sites can be great indicators of customer context as well.

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An article that links to MuleSoft.com. Visitors that come it are likely to be interested in MuleSoft’s Microservices offerings.

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Organic search result that links to a specific MuleSoft content page. In this case the combination of referrer (Google) and landing page is a signal of customer interest.

There are third party data providers that can provide information on anonymous visitors as well. These include Demandbase (firmographic data from reverse IP lookup) and Bombora (B2B intent). If you have the budget these can also be incorporated into a model to inform personalized experiences. Even if you don’t have one of these data providers the underlying input (e.g. IP address) can be used as signal in a predictive model.

The “Think” Cluster

The requirement to be in the Think cluster is that the visitor is in the target market and has shown some commercial intent. In B2B that often means that they’ve returned to the site and engaged with more commercially oriented content, and likely filled out a gated content form. That could also mean that multiple visitors have come to the site from the same account.

We want to continue to provide these visitors with relevant content that continues to engage them, but also give them on-ramps to take the next step. In MuleSoft’s case, this “next best action” is either starting the free trial or talking to sales. Since we may also have information about the visitor’s account and role we can incorporate that into the experience and call to action. For example, we may want developers to start the trial, but IT managers at large accounts to talk to sales.

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Changing the copy and CTA for a developer (end user) to encourage them to start the free trial.

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If the visitor is an engaged decision maker we can present them with more specific content and a CTA that takes them directly to a Contact Sales form.

Accomplishing the “Think” cluster

As we’ve seen with behavioral data, the content that visitor engages with on site could be a strong indicator of customer intent. If a visitor has shown repeat engagement with content, and specifically engagement with content that indicates some commercial intent, they are likely to be in the “Think” cluster.

MuleSoft has a relatively large content library, and some it can be indicative of a higher intent to purchase.

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A “thought leadership” ebook (left) vs an analyst report with vendor comparisons (right). The analyst report likely demonstrates higher commercial intent.

Remember that we don’t have to manually identify and evaluate each piece of content for commercial intent. We’re just looking for the machine to identify and correlate signals to outcomes. All we have to do is throw is therefore throw all of the content URLs into our model and evaluate which experiences actually convert.

Another rich set of data for the Think cluster is in our 1st party data platforms, specifically marketing automation and CRM. Most marketing automation platforms cookie every visitor which can be used to connect a website visitor to a lead record. The accounts in your CRM database can also be associated with visitors though it requires an extra step – at FunnelEnvy we usually make that connection using the marketing automation cookie or via the inferred domain from a reverse IP provider.

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Website behavior as well as lead and account attributes evaluated against conversion outcomes can provide solid evidence that a customer is in the Think cluster.

The “Do” Cluster

Visitors in the “Do” cluster have shown strong commercial intent. This goes beyond filling out a form for a piece of content, they’ve demonstrated an interest in engaging in the sales process. Traditionally this is where marketing would have taken a “hands off” approach (it’s a sales problem now!) but that’s no longer sufficient.

For MuleSoft we’ve defined strong commercial intent as having submitted a Contact Us (sales) form or started the free trial. In the time between this conversion and a deal closing, the focus is often on continuing to educate the prospect, expand the champions in the account and alleviate concerns about value and cost. Effectively engaging customers in this cluster should result in higher deal velocity and overall conversion rate from qualified lead to revenue.

For a product like MuleSoft, the prospect will likely be asking certain questions depending on their role:

  • What support options are available relative to what I need?
  • What have effective implementations at similar companies looked like?
  • How much and what kind of training will our developers require?
  • What professional services or partner resources are available for implementation?

MuleSoft’s website has quite a bit of relevant content that can be both personalized and highlighted for these types of questions. All of the context that we’ve established up to this point can and should be used as well, including initiative, vertical and job function.

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MuleSoft support plans can be personalized by highlight the recommended support plan and providing additional details based on the account.

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MuleSoft has an opportunity to showcase partners based on what they know about the account and the specific opportunity being discussed.

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Highlight training opportunities based on visitor role and surface them on higher traffic pages of the site.

Another relevant content option for customers who are considering purchasing Mulesoft might be to personalize the resources in the nav bar or replace the explainer video on the home page with recommended content related to these topics.

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For prospects who have started a free trial one of the most effective strategies is to get them to engage and successfully complete certain tasks. In app engagement generally has a strong correlation to retention and in this case conversion to a paid plan. This seems to be true in MuleSoft’s case as they have a robust onboarding tutorial when a first time user logs into the trial.

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Marketers often put a lot of effort into establishing intent before sign up but that doesn’t always carry over into the experience post conversion. If, for example, the visitor was interested in Salesforce integration the onboarding process could direct them towards relevant functionality once they were in the app.

Obviously not everyone is going to complete the onboarding and many will exit the app before completing a desired action. When these visitors come back to the site they could prompt visitors to sign back in and complete it.

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Accomplishing the “Do” Cluster

In our example, visitors in the “Do” cluster have either filled out a contact sales form or started a free trial. These signals can be established behaviorally, but most likely you would integrate marketing automation, CRM or application data to the experience to incorporate a richer set of attributes.

For some of the examples in this cluster, an audience based approach combined with predictions can work well. A predictive model is going to show suboptimal experiences to some visitors, as in an A/B test that’s actually feature because you’re trying to explore and learn what correlates to conversion.

Sometimes you will want to restrict the range of possible “guesses” made by the predictive model, especially in the case where certain experiences clearly wouldn’t be applicable or there’s some other hard business constraint.

predictive with audience

In situations where you have “hard constraints”, such as if a customer is in the free trial, the inherent error rate of the a purely predictive model may not be appropriate. In this case you could setup an audience for free trial users and then run a predictive decisioning model within that audience.

The “Care” Cluster

Customers in the “Care” cluster are your most loyal advocates. In SaaS solutions, not only are they paying for the solution but they’re also having demonstrable success with it. Visitors in this cluster are prime candidates for expansion and referrals, but may also need more advanced services and support.

As an organization pursuing Account-Based Marketing and Sales, MuleSoft has an opportunity to provide more value for and penetrate more deeply into their Care cluster accounts. When visitors in this cluster come to their website they could present a completely different homepage experience.

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Salesforce changes the homepage experience between new visitors (left) and existing customers (right)

MuleSoft has several opportunities to deliver more value to existing customers through a personalized homepage experience. This could be in the form of:

  • Features that the customer are being underutilized and the customer could get more value out of.
  • Promoting services or partners that might be able to help the customer.
  • Highlighting training and certification options relevant to the visitor’s role.
  • Building the community by promoting location specific events.

KPIs that are relevant to the care cluster include engagement, expansions, renewals and referrals. Some of these may not be owned by the marketing team, but they’re certainly relevant to the company.

Accomplishing the “Care” Cluster

Once a customer is in the Care cluster you generally have a lot more first party data about them. This can include CRM data, but potentially also application behavior, customer support history, and success metrics. You’re trying to inform your decisions with a more holistic view of the customer, their interactions with your company and solution.

In Conclusion

If you’re struggling to understand why the same lead form and marketing automation nurture you’ve had on your website for years are not working as well as they once did take a step back because the rules of the game might have shifted underneath you.

We can’t assume the same uniformity of customer intent that we once could – and that has significant implications for experiences that we deliver across channels and particularly on the website. To deliver better outcomes it actually helps to go back to Marketing 101 – right message, right person, right time and identify the solutions and processes that will help us get there at scale.

 

PLG Routing

What is PLG Routing?

PLG routing refers to the strategy of guiding users through a tailored journey based on product-led growth (PLG) principles. Instead of relying solely on traditional sales processes, PLG routing dynamically adjusts the user experience in real-time to enhance engagement and conversion opportunities. This approach ensures that users are always presented with the most relevant content and offers, optimizing the chances for success.

How PLG Routing Works

PLG routing leverages data from user interactions and behavior to determine the next best action, whether it’s directing users to specific features, offering personalized messaging, or adjusting the funnel stages accordingly. This allows businesses to create more fluid, responsive, and relevant user experiences that are guided by the individual needs and actions of each user.

The Impact of PLG Routing on Conversion Rates

By implementing PLG routing, companies can enhance their conversion strategies by continuously adapting to the user’s journey. This helps ensure that users are not overwhelmed with irrelevant content and are instead guided to the most impactful touchpoints, boosting engagement and conversion rates.

Why PLG Routing Matters for SaaS Businesses

For SaaS businesses, PLG routing is a game-changer in terms of user acquisition and retention. By focusing on personalized, product-centric interactions, businesses can effectively drive growth without the traditional heavy reliance on sales teams. This is especially important in the SaaS model, where a smooth, self-guided user journey can significantly impact long-term retention and customer satisfaction.

Watch the Full Video on PLG Routing

To gain a deeper understanding of how PLG routing can help your business grow, watch the video below where we explore the concept in more detail.

<iframe width=”1280″ height=”729″ src=”https://www.youtube.com/embed/Sh6hjaXy9QQ” title=”Dynamic Routing in Form Experiences” frameborder=”0″ allow=”accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share” referrerpolicy=”strict-origin-when-cross-origin” allowfullscreen></iframe>

Conclusion

PLG routing is transforming how businesses approach user engagement, making it an essential strategy for any product-led company. By leveraging data-driven insights and dynamically guiding users along their journey, businesses can drive better results, improve conversions, and build stronger relationships with customers. Implementing this approach may be the key to optimizing your conversion rates and scaling your business effectively.

AI is not a differentiator

Why Homepage Messaging Matters More Than Ever

When a prospect lands on your website, you’ve got seconds—maybe even less—to make an impression. Your homepage hero section, headlines, and subheadlines aren’t just design elements. They are your first and potentially only opportunity to communicate your product’s core value in a way that sticks.

Unfortunately, many companies default to flashy, hype-driven claims—“Powered by AI,” “Smarter than ever,” or “AI-first platform.” But these phrases have lost their luster. Why? Because they’re everywhere.

The AI Saturation Point

AI has become table stakes. Just like mobile-responsive design or SSL encryption, customers now assume it’s there. So when your differentiator is “we use AI,” it sounds more like a product update than a compelling value proposition. In fact, the constant buzz around artificial intelligence has desensitized audiences. The moment they hear it, many tune out.

Using AI doesn’t make you special. It makes you current.

You’re Supposed to Use AI—That’s Not Unique

Let’s be honest: if your product doesn’t use AI in 2025, your audience might wonder if you’re falling behind. From automated recommendations to chatbot integrations, AI has become a standard feature set. So why lead with it?

Highlighting AI as the centerpiece of your offer is like announcing that your software works on the internet. It’s expected.

What Real Differentiation Looks Like

Rather than centering your hero copy on the what (AI), focus on the outcome.

What specific transformation does your customer experience after using your product? What’s the real-world impact? Is it measurable efficiency? Greater revenue? Reduced churn?

Use those insights to craft messaging that speaks to your audience’s problems, goals, and desired outcomes. That’s what converts—not AI buzzwords.

AI as a Value Add, Not the Headline

Does this mean you should never mention AI? Of course not. But be strategic. AI can show up in feature descriptions, product tour pages, or even as a badge or banner (“Now with generative AI insights!”).

Make it a supporting character, not the protagonist.

Examples: Where AI Messaging Misses the Mark

Take customer support platforms like Intercom or Zendesk. If they say “Now with AI chatbots,” that’s interesting—but not unique. Voiceflow or other low-code platforms already enable this functionality for almost anyone. It’s not the kind of thing that gives you a leg up in an increasingly competitive market.

Where AI Belongs on the Page

There’s a place for AI mentions, just not front and center. Consider placing them:

  • In a top bar announcement (“Now with AI insights—Learn more”)

  • As a badge next to product features

  • On a dedicated page or blog post

  • In tooltips or onboarding messages

These placements add context without distracting from your core messaging.

The BS Meter Is Real

Today’s audience is more skeptical than ever. They’ve seen big promises and vaporware too many times. When they read “AI-powered,” they instinctively ask, “So what?” or “How does that help me?”

Empty claims raise the BS meter. Back up everything with specifics: use cases, proof points, customer stories.

Avoid Copycat Messaging

There’s a dangerous cycle in B2B marketing: competitors copy each other’s messaging, hoping it must be working. But this leads to sameness, not innovation.

Be bold enough to sound different. You can’t out-Intercom Intercom, but you can carve your own lane.

The Attention Economy Is Ruthless

Your visitors aren’t reading—they’re scanning. If they don’t see something compelling in your headline or hero section in the first few seconds, they’re gone.

Don’t waste those moments bragging about your AI. Use them to show how you solve their biggest pain points.

From Features to Outcomes

A subtle but powerful shift: stop leading with features. Lead with results.

Instead of “AI-powered fraud detection,” try “Stop revenue loss from fraud in under 24 hours.” That’s what buyers care about. That’s differentiation.

You’re Already Late to the AI Hype

If you’re just now positioning your product around AI, you’re late to the party. The early adopters made noise years ago. Now, differentiation requires more nuance.

Let Product Updates Be Product Updates

AI enhancements are great. But they belong in your release notes, newsletters, or case studies—not the hero section of your homepage.

Focus your most valuable screen real estate on what matters most to your customers.

The Risk of Overpromising

Saying “AI-powered” implies smart, seamless, magical experiences. If the product doesn’t deliver on that promise, trust erodes. Quickly.

Be cautious. Clarity beats cleverness.

Speak Their Language, Not Yours

Your customers don’t care that you trained a proprietary model. They care that you help them close more deals, save hours of manual work, or improve marketing ROI.

Ditch the technical jargon. Embrace real-world language.

AI Can Be the “How,” Not the “Why”

It’s fine to show how your product works—just don’t confuse that with why people should care.

Your homepage should focus on the “why.”

Don’t Drown in the Sea of Sameness

Stand out by being useful, relevant, and honest. That’s rare—and valuable.

By |2025-05-12T04:37:17-07:00December 31st, 2024|Full-Funnel Optimization|0 Comments

Forest for the Trees: How to Fix a Stagnant B2B Funnel

Have you seen the lines at the grocery store self-checkout, even when the checkout lanes with human sales associates are available? Today’s customers want a fast, friction-free, DIY sales experience. 

Studies from top-tier management consultants tell us the same dynamic exists with online B2B sales today. Customers want a smooth, simple, primarily DIY sales experience.

Now more than ever, a healthy marketing funnel is your sales engine. But what happens when that flow stagnates and leads diminish? That’s the telltale sign of a stagnant B2B funnel. 

The challenge for marketing teams is that it can be hard to see the forest for the trees—there are so many potential details to check that it’s difficult to diagnose the entire funnel efficiently.

The good news is that once you identify the problem, you can tweak, test, and improve results. Let’s look at some background, common symptoms, and solutions. We’ll also look at the best diagnostic tool for a stagnant funnel—the funnel audit. 

Warning Signs: Is Your B2B Funnel Stalled?

Ignoring a stagnant funnel is like treating a leaky boat with a bucket – you’ll constantly be playing catch-up. Here are some red flags that indicate it’s time for a comprehensive funnel audit:

  1. Stalled lead gen and conversions
  2. High abandonment rates
  3. Inconsistent data and feedback

These are just a few warning signs. Let’s look at some common reasons for funnel traffic stagnates and possible solutions.

5 Friction Points on Your Website Sabotaging Your B2B Funnel

A well-designed B2B marketing and sales funnel should feel seamless to potential customers at every touch point toward a purchase. Perhaps one of the most famous examples from the pre-internet brick-and-mortar era was people lining up for the latest iPhone release. 

While that kind of demand can be hard to replicate, we can at least work to eliminate as much friction as possible in our website experience. Website friction acts like unexpected roadblocks, and visitors have very little patience for frustrating experiences on websites; they are quick to abandon the journey altogether. 

The other insight we have that Apple didn’t back in the day is granular data about customer behavior on the website. A data-driven funnel audit can pinpoint the exact areas of friction on your website and provide actionable recommendations for optimization. Here are the most common metrics that digital marketers track:

Stagnant B2B Funnel

Source: RulerAnalytics

Let’s explore five common sources of friction that can disrupt your B2B funnel and how to eliminate them for a seamless customer experience:

Unclear Value Proposition 

Visitors arrive on your website only to be bombarded with text and information that still leaves them unsure of how your product solves their problem. A confusing or missing value proposition creates friction right from the start.

Solution: Craft a concise, impactful value proposition that speaks directly to your target audience’s pain points. Use clear headlines, benefit-driven messaging, and visuals that instantly communicate the value you offer.

Confusing Navigation and CTAs 

Imagine driving on a highway with missing signs. A website with unclear navigation and confusing CTAs creates a similar experience, leaving visitors lost, unsure of where to go next, and making a beeline for the “click away” exit ramp.

Solution: Simplify your website’s structure and navigation. Clear menus and subcategories should guide visitors intuitively. Use strong, action-oriented CTAs that tell visitors exactly what to do next, whether it’s “Download Our Whitepaper,” “Schedule a Demo,” or “Contact Us Today.”

Slow Loading Times and Technical Issues 

Nobody enjoys waiting in traffic. Similarly, slow loading times and technical glitches frustrate visitors and erode trust. This impatience can lead to them abandoning their journey.

Solution: Optimize your website for speed. Compress images, minify code, and consider a reliable web hosting provider to ensure smooth and fast performance. Implement a standard operating procedure (SOP) to test all website functionalities regularly and promptly address technical issues.

Uninformative or Generic Content 

Thin, generic content offers no value to potential customers. It creates friction by failing to educate, engage, or answer their specific questions.

Solution: Invest in high-quality, targeted content. Evergreen content such as blog posts, case studies, white papers, and other resources will personalize your brand, showcase your expertise, and address your ideal customer’s unique needs. 

Forms With Excessive Friction Can Lead to a Stagnant B2B Funnel

Filling out lengthy forms filled with unnecessary fields feels like being stuck in crawling traffic at the toll booth. Complex or overly demanding forms deter visitors and prevent them from completing desired actions.

Solution: Streamline your forms, collect only the essential information, use clear and concise language, and consider offering progressive forms that collect information in stages. 

Integrating AI

AI can now help personalize the UX with forms on your website. AI can enable dynamic question display, pre-populate fields, conditional branching, and smart error detection and validation. 

It’s easy to see how these improvements improve the user experience and enhance customer engagement. Are you unsure how to augment your funnel with AI? We can help you with that. At Funnel Envy, we have the expertise to explain how everything works. 

These are just a few examples of possible friction points. By identifying and eliminating problems, you can create a smooth, engaging website experience that keeps visitors flowing seamlessly through your B2B funnel. 

Why a B2B Funnel Audit is Crucial for a Stagnant B2B Funnel

Say you go to the doctor because you don’t know what’s wrong, but something just doesn’t feel right. What is the first thing the nurse does? He takes your vitals. The doctor then systematically reviews your symptoms to help rule out some diagnoses and highlight others. In other words, she is performing an audit on your health. 

That’s exactly the purpose of a funnel audit—it’s a systematic checkup that helps identify the source of your funnel’s problems. 

Many businesses might hesitate to invest in a funnel audit. Here, we’ll address some common objections and demonstrate why an audit is vital for maximizing your B2B sales potential, even if you already have existing solutions.

Myth 1: We already have a dedicated sales team and automation tools.

Reality: Your marketing funnel is meant to support your sales funnel performance by providing marketing-qualified leads (MQLs) and ultimately helping sales reps close deals. An audit is a diagnostic tool that identifies hidden leaks and inefficiencies within your current marketing and sales process.

Myth 2: Our industry is too specific for a generic audit.

Reality: A good funnel audit is tailored to your business. While industry best practices are considered, the audit dives deep into your unique target customer and buying process, ensuring the recommendations are actionable and address your needs directly.

Myth 3: We don’t see the need for an audit – things seem to be running smoothly.

Reality: Like a wellness physical for you, funnel audits are like regular check-ups for your sales engine. They uncover hidden issues before they become major roadblocks – issues you might not even be aware of. 

Apart from that, how about incremental improvements? Dissecting the touchpoints in a funnel that “seems to be running smoothly” is a great opportunity to surface small tweaks that can improve conversion results.  

Unlocking Growth: How a Marketing Funnel Audit Drives Results

So, how exactly can a B2B funnel audit benefit your business? Here are some key ways it helps you achieve sustainable growth:

Uncover Hidden Leaks: These leaks could be anything from confusing blog CTAs to poorly designed landing pages that deter visitors from signing up for your free trial. The audit identifies these leaks and provides actionable steps to plug them.

Data-Driven Insights: Forget the guesswork. A funnel audit pinpoints where leads are dropping off and identifies the specific funnel stages that need optimization. 

Prioritized Action Plan: An audit doesn’t just identify problems—it provides solutions. You’ll receive a prioritized action plan outlining specific steps to optimize your funnel. This plan could include recommendations for improving your email marketing campaigns, refining your social media strategy, or even revamping your website content to convert leads better.

By investing in a B2B marketing funnel audit, you can gain valuable insight into your overall sales engine and unlock the potential for significant growth. With a healthy, optimized funnel, you’ll see increased lead generation, improved conversion rates, and more sales. 

Transforming a Stagnant B2B Marketing Funnel into a Robust Sales Engine

Are your funnel results sluggish? Don’t wait for your sales pipeline to suffer. At FunnelEnvy, we’ve packed a decade of experience into our industry-leading funnel audit, which will reveal critical conversion bottlenecks and develop an optimized funnel blueprint in 21 days. Schedule a funnel audit today and turn your funnel around in as little as three weeks.

By |2025-05-12T04:37:14-07:00July 8th, 2024|Full-Funnel Optimization|0 Comments

Upleveling A/B Testing with AI for Conversion Optimization

With artificial intelligence (AI) generated content sending traditional SEO into a tailspin, converting traffic that does make it to the website is more important than ever to marketers.

The challenge in our digital age is that traditional A/B testing methods are slow, resource-intensive, and miss hidden opportunities. Share on X

Since the early days of digital marketing, one common way to improve on-page conversions has been A/B testing. The challenge in our digital age is that traditional A/B testing methods are slow, resource-intensive, and miss hidden opportunities. 

Enter A/B testing with AI and machine learning, a game-changer that supercharges optimization efforts. Let’s look at ways to uplevel your A/B testing with AI to optimize conversions.

What is A/B Testing?

A/B testing, also known as split testing or bucket testing, is a randomized experiment that compares two versions of content to determine which one performs better. As this graphic shows, A/B testing is an effective tool to increase website and landing page performance.

A/B testing with AI

Source: FinancesOnline

The testing process involves randomly showing users two or more page variants and then using statistical analysis to determine which version performs better. 

Marketers can use the results to measure user behavior and make decisions based on statistics.

Marketers use these tests to optimize marketing campaigns, improve UI/UX, and increase conversions. For example, a marketer can test adding a payment method to an e-commerce store to see if it increases or decreases average revenue per user. Other assets testers can analyze include landing pages, display ads, buttons, and headlines.

Limitations of A/B Testing

Resources are the main limiting factors in traditional AB testing results. Anyone experienced with conventional testing knows that complexity quickly reaches an upper limit if testing relies on manual entries and calculations. Here are some examples:

Time and resource intensive. Setting up, running, and analyzing A/B tests can be time-consuming and require technical expertise. This limiting factor can be a hurdle for smaller companies or teams with limited resources.

Limited scope. Traditional A/B tests only offer insights into the variables you specifically test. They might miss broader behavior patterns or complex interactions between elements.

Difficulty achieving statistical significance. For low-traffic websites or tests of subtle changes, reaching statistical significance (where you can be confident the results are accurate and not due to chance) can be challenging, leaving you unsure of the winner.

Static and short-sighted. Traditional tests assume a stable environment, but visitor behavior and trends can shift over time. Traditional testing often struggles to optimize dynamic elements like product descriptions that constantly change based on user data or inventory. AI brings agility and personalization to this challenge.

Limited understanding of “why.” While this method shows what works, it often doesn’t reveal the underlying reasons why. This can limit your ability to apply learnings to future optimizations.

Not ideal for personalized experiences. Traditional A/B testing struggles to personalize experiences for individual users based on their unique behavior and needs.

AI-led Optimization of A/B testing

AI improves A/B testing in several ways. Machine learning algorithms analyze vast amounts of data, uncovering hidden patterns and predicting prospect behavior with remarkable accuracy. 

This capability enables continuous, self-optimizing tests that adapt in real-time, identifying winning elements and delivering the best experience to each user. Gone are the days of static tests; AI unlocks a dynamic, data-driven approach to conversion rate optimization (CRO). Let’s look at some further benefits. 

Benefits of A/B Testing With AI

Here are several ways AI changes the game with A/B testing:

Content Creation

No more writer’s block! Generative AI can help craft compelling A/B test variations for website copy, email campaigns, or social media posts. Consider it an intelligent collaborator who understands your brand voice and target audience, suggesting headlines, CTAs, and personalized greetings for different user segments.

Develop & Validate New Insights

Say goodbye to brainstorming in the dark. AI tools can analyze user data and past test results to suggest promising design tweaks, ad copy variations, or landing page layouts. Think of it as having a data-driven muse to spark your creativity and guide your testing roadmap.

Generate More Visuals

Ditch stock photos and generic visuals. AI algorithms can churn out unique, personalized images tailored to your target audience and specific test variables. Imagine dynamically generating product images that match a user’s search history or preferences, boosting engagement and click-through rates.

A/B Testing with AI Analyzing Results:

Go beyond basic conversion metrics. AI algorithms can delve deeper into user actions, uncovering hidden patterns and correlations that traditional analysis might miss. Imagine automatically identifying which user segments respond best to specific elements, allowing you to personalize your website and campaigns for maximum impact.

AI unlocks even deeper optimization through multivariate testing, analyzing the complex interplay of multiple variables simultaneously for truly data-driven decision-making.

By leveraging AI across these areas, A/B testing transforms from a manual, time-consuming process into a powerful engine for continuous optimization and data-driven decision-making.

How Can AI Improve Conversion Rates?

AI has the potential to significantly improve conversions by scaling the number of variables and increasing hyper-personalization.

A/B Testing on Steroids

AI can automate and optimize A/B testing, making it faster, more efficient, and more insightful. Among the benefits are:

Testing hundreds of variations. AI can simultaneously test multiple variations of website elements, ad copy, and landing pages, uncovering the optimal combination much faster than traditional methods.

Real-time conversion optimization. AI can analyze results in real-time and automatically adjust tests to optimize performance, ensuring you always show each user the best version.

Deeper insights. AI can analyze on-page actions beyond clicks and conversions, revealing hidden patterns and reasons behind user choices, leading to more informed optimization decisions.

Hyper-Personalization

AI can analyze vast amounts of user data, including demographics, browsing history, and past interactions, to tailor experiences to individual users, including:

Dynamic content. AI can personalize website content, product recommendations, and email campaigns based on individual preferences, increasing engagement and relevance.

Targeted ads. AI can analyze user actions to deliver highly relevant ads with higher click-through rates and conversions.

Personalized offers and discounts. AI can suggest customized discounts or promotions based on a user’s purchase history and interests.

With any new tool, the question is, “How do we get started?” Funnel Envy can help

Below is a simple 5-step overview to give you a framework. 

Implementing AI in the A/B Testing Process: A Five-Step Guide

Implementing an AI-powered A/B testing regime can be broken down into the following steps:

  1. Define Your Objectives: Set clear goals – what metrics do you want to improve with AI-powered testing? Conversions, engagement, or something else?
  2. Choose the Right AI Tool: Research your options based on budget, ease of use, and your specific needs (e.g., sample size, image generation, content creation).
  3. Create Different Variants: Craft variations for your test elements, leveraging AI suggestions for personalization or generating multiple options simultaneously.
  4. Analyze Your Results: Utilize the AI tool’s advanced analytics to uncover hidden patterns, go beyond basic conversion data, and understand on-page actions.
  5. Apply Your Learnings: Adapt your website, personalize experiences, and inform future campaigns based on the insights and winning variations identified by AI.

Moving Ahead with A/B Testing with AI

Have you started implementing AI into your A/B testing, or are you planning to do so soon? It can feel complex and a bit intimidating to start on your own. At Funnel Envy, we have the experience and resources to help you set up and analyze your campaigns. Reach out today to learn more!

By |2025-05-12T04:37:12-07:00March 4th, 2024|A/B Testing|0 Comments

The 4 Most Important Landing Page Elements

We’ve devoted several posts on this blog to discussions of landing pages and their importance within the broader context of your digital marketing. It’s no exaggeration to say that a landing page can make or break your funnel. Even if other elements are well-optimized and you have a great offer that adds value for prospects, a bad landing page can significantly constrain your results.

Too often, we think about landing pages in the abstract. They’re mentioned in passing as if every marketer should know how to construct a landing page by instinct. 

Unfortunately, real-world funnels aren’t that simple. Like any complex system, a landing page is only as good as its parts. The specific things you put on a landing page can vary based on the offer, your industry, and the people you want to attract. However, we’ve found that every landing page needs the below four elements in one form or another. Remember to view these tips in the context of your specific funnel and target audience.

Concise, Usable Forms

During many B2B funnel transactions, you will need to collect data from the user to take them further down the funnel. These efforts can be limited or stifled by forms that are difficult to use or unclear to the audience. Ideally, users shouldn’t need to think about forms; they should blend seamlessly into the broader landing page experience.

What exactly makes a good form? HubSpot has created a helpful list of tips, including:

  • Single-column design: According to design research, it’s easier for the eye to follow and progress through one column of text and fields. It can also feel overwhelming to be presented with two columns full of text and form fields.
  • Go from easy to hard: Putting a few simple questions at the front of a longer form will help reinforce the feeling of progress. Doing this makes visitors less likely to bounce while filling out your form, since they’ll feel they’ve already made tangible steps to finishing.
  • Validate entries immediately: If someone provides an invalid response to a form field – like an email address with no domain – make sure the form alerts them directly. They should not need to wait until they try to submit the form to notice and then work backward through it to identify the error. 

Succinct Copy

We’ve all met someone who loves nothing more than talking about themselves. Every topic concerns what’s happening in the person’s life with little care for those around them.

No one wants to hear you wax poetic on a landing page: they simply want to know how your offer is relevant to them and what they stand to gain. Share on X

The digital marketing equivalent of this is a landing page with tons of elaborate sentences and flowery phrasing about the greatness of a product or service. No one wants to hear you wax poetic on a landing page: they simply want to know how your offer is relevant to them and what they stand to gain. 

That’s not to say long-form landing pages don’t work. Many B2B and B2C marketers have found success with longer, narrative-style landing pages, especially when selling a relatively new product or dealing with an audience that needs plenty of information before making a business decision.

But there’s a clear distinction between a long-form landing page and a page with too much text. Long-term testing will help you pinpoint an exact balance, but in the short term, you can reach out to trusted clients or colleagues to get quick feedback about your landing page copy. You can also use helpful online tools like the Hemingway App to see if you can make your writing more straightforward.

Social Proof

The power of social proof is well-documented and based on a simple psychological principle: people place a lot of weight on the words and experiences of others like them. Seeing that another person had a positive experience can go a long way toward convincing a prospect that your offering is right for them.

Like other parts of a landing page, the specific way you present social proof depends on the nature of the funnel and your audience. Some might like to see a talking-head-style video of a client like them speaking firsthand about how great their experience was. Others may want to look at hard data, like an ROI experienced by your previous clients.

Two quick tips for social proof: don’t go overboard. Many people are suspicious of things they see on pages designed to get them to buy or commit to something. Even if it’s true, an over-the-top client testimonial may appear inauthentic. Second, remember to offer external validation of the people you include on your testimonial page. A social profile or company website link can help visitors believe in what you’re showing.

A Multimedia Element

In 2023, “multimedia” can be defined in several ways. It could be a video, chart, graphic, animation, or even a lovely photograph depending on the specific nature of your offering and the people visiting the page. Multimedia is essential as a way to break up text on your page. It’s also valuable for visitors who may be using a mobile device or tablet and can’t spend a lot of time reading and processing text on a page.

Videos are popular for a landing page because they are easy to produce – all you need is a phone – and engaging for visitors on any device. According to marketing expert Neil Patel, it’s helpful to incorporate the video in the design of the rest of your page and track the video’s analytics closely to see how often it’s being viewed and for how long.

Final Thoughts on Key Landing Page Elements

It’s easy to conceptualize theories about landing pages and discuss ideas about what may or may not work. But for marketers who want to maximize their results, the only way to know what will lead to success is by trying and measuring different options to see which resonates most with your audience.

And remember: changes to your landing page elements or overarching strategy shouldn’t be static items you address whenever you get the time. It’s important to stay committed to frequent assessments of the success of your entire funnel, including landing page elements. By including concise copy, highly usable forms, social proof, and multimedia, you’ll be well on your way to constructing a successful funnel that drives your desired business results.

Looking for a hand with these four items or any other parts of building a landing page? Our team of specialists can help. We have many years of history assisting clients in different industries with their landing page needs. Whether you want a partner who can work with you to build a plan from the ground up or you’d simply like another set of eyes on the various components of your landing page, FunnelEnvy is ready to assist. Click here to fill out a short quiz to learn more about how we can help.

By |2025-05-12T04:37:05-07:00April 17th, 2023|Conversion Rate Optimization|0 Comments

4 Simple Lead Form Optimization Tips

If your marketing campaigns were a military, lead forms would be the infantry. They are on the ground in the fight for more leads and conversions. Lead forms are the “tip of the spear” for a conversion campaign. If your forms aren’t in good shape, you’ll struggle to meet your marketing goals, putting a damper on revenue and constricting company growth. 

Some optimization steps are relatively easy to implement if you want to get your forms in better shape. Starting with this low-hanging fruit is a great way to refresh a campaign that was once successful but has stopped performing to its previous level or as a foundation for reviewing a new campaign before it’s finalized for launch.

Here are four easy strategies to improve your lead forms to increase conversions:

Minimize Friction

When you think about friction, you might imagine tires on a rough road or a marble sliding down a chute. In physics, friction is the resistance a surface encounters when moving over another surface. In a lead form, “friction” is anything that stops a user from filling out your form.

How do you minimize friction? Here are a few suggestions from HubSpot, with additional insights about each point:

  • Remove extra navigation on the page with your form. Having a standard navigation menu makes it too easy for someone to get distracted while they are trying to fill out your lead form. Even if they don’t, why give them the temptation? Most conversion forms have either no navigation menu options or a single link or button that takes users back to the home page or previous form.
     
  • Use precise language in your form. It’s a shame to put in all the work required to attract a lead to your website, only for that person to leave your page without converting because you used confusing language that they don’t understand. Make sure all parts of your writing are clear and concise, from the body copy on your website to the form fields themselves. When in doubt, it’s always best to use fewer short words than a longer, more complicated one. You can use an online tool like Hemingway to grade your page’s written content and ensure it’s understandable for the people visiting the site.
  • Make forms shorter whenever possible. There shouldn’t be a single unnecessary field that prospects need to fill out to complete your form, especially if they complete it to download a resource or schedule an appointment with someone on your team. 

There are many other great resources for conversion rate optimization online – check out sites like Shopify and CrazyEgg for more details about optimizing your forms and other conversion elements.

Use Multi-Step Forms

“Wait,” you might be thinking, “I thought I was supposed to keep my forms as short as possible! Doesn’t using multiple steps in a form contradict this idea?” It may seem that way at first glance. However, if you spend enough time marketing online, you’ll understand that some forms must be completed fully – there’s no way of getting around it. A common example in the ecommerce world is a customer information form that includes payment and shipping information. Another example might be setting an appointment to meet with someone on your team. You wouldn’t want the location or timing of the appointment lost because of an error or oversight on your form.

If you spend enough time marketing online, you’ll understand that some forms must be completed fully Share on X

If you must present page visitors with a lengthy form, the best thing to do is break it up into multiple parts so that it doesn’t feel like a massive trudge to get through. Continuing with the example of an ecommerce transaction, you’ll typically see these form pages broken up by the various phases of the transaction: purchase info, shipping info, customer name, address, etc. This split makes it much more bearable to get through instead of having all of these forms presented simultaneously.   

Include Social Proof

As you know, people are social animals. We are conditioned to do things others do so we remain members of our tribe. Millions of years ago, expulsion from your tribe due to non-conforming beliefs or actions meant you had to try to survive on your own in the wilderness. Though most of us no longer live in tribes, people still have a natural tendency to trust and value the actions of others.

That’s why social proof is so valuable in modern marketing. Buyers in the B2B space tend to be less swayed by social proof than consumers, but even the most rational, logic-driven purchasers can still be persuaded to purchase if they know others have done the same. It’s particularly beneficial to get testimonials or social proof from people who are respected figures in a field. Placing social proof on your forms is a great technique for quelling those last-minute uncertainties about finishing.   

Consider Form Alternatives

At FunnelEnvy, we appreciate the classic elements of marketing that have worked consistently over the years. But we’re also big believers in looking forward and embracing cutting-edge technology. We suggest considering whether or not you even need to have a form to generate conversions at a sufficient rate. There are a few different options for replacing a form, but the most popular one comes to us thanks to AI and predictive language technology: chatbots.

Chatbots have grown increasingly common over the last decade – you’ve probably seen or interacted with one recently. The premise is that instead of filling out a standardized form, users can get customized assistance for their specific questions or challenges. Although this option isn’t feasible for everyone, some companies might even supplement an automated chatbot with a live customer service agent. But with interactivity and personalization looking like critical pillars of the next generation of marketing, it’s worth considering an automated chat program to replace a form. 

According to Forrester, over 40% of American adults believe it’s important for retail companies to offer live chat. And while that statistic may be mostly regarding B2C purchases, the way someone likes to make a purchase in their personal life probably translates to how they prefer to make purchases professionally.

Besides a chatbot, other options for replacing a form might include an interactive calendar or another widget that allows a user to schedule an appointment or call. In many cases, these options are simply a more advanced version of a form – but they’re still worth considering to improve your conversion rate.

Final Thoughts on Form Optimization

You don’t always have to reinvent the wheel to improve your marketing performance. By making the simple adjustments above, you can get more page visitors to fill out your forms and move to the next stage of your funnel, which ultimately drives revenue and growth for the entire business.

If you’d like some input on optimizing your lead forms or any other part of your conversion funnel, fill out this quick questionnaire to learn more about how we might be able to help.

By |2025-05-12T04:36:57-07:00May 2nd, 2022|Conversion Rate Optimization|0 Comments

Know Your Numbers: The Top Metrics for B2B Inbound Marketing

Numbers are key in any kind of marketing. While some people may want to operate their campaigns using a preferred method or channel, only actual data can show whether or not decisions are successful. 

Unfortunately, there’s a lot of confusion among marketers today about what numbers are the most important to track. The huge expansion of the marketing technology sphere over the last decade has led to the creation of all kinds of statistics that may or may not be relevant to your business.

A handful of metrics should matter most for B2B marketers, though. The data you generate from tracking the below numbers will provide the most insight into your marketing efforts and how well they’re performing.

Qualified Leads

A qualified lead is someone vetted as a valid potential customer. Generally speaking, there are two levels of leads generated by marketing activity:

  • Marketing qualified leads (MQLs) are prospective customers who have shown some interest in your online marketing. Here, the most common examples include someone signing up for your email newsletter or filling out a form to download a longer lead magnet such as an eBook or white paper.
  • Sales qualified leads (SQLs) are the next step beyond an MQL. An SQL is vetted by someone on either the marketing or sales team as a legitimate prospect that is able to purchase what your company is offering. For example, a lead who has exchanged a few emails with someone at your company might be qualified to move from an MQL to an SQL.

To qualify leads, you can refer back to the classic BANT framework: Budget, Authority, Need, and Timeline. If you’re using the BANT formula to qualify a lead, make sure you apply it to the specific person with whom you’re dealing. Just because the company you’re talking to has a need for your offering and can afford it doesn’t mean your contact has the authority to seal the deal.

If you’re using the BANT formula to qualify a lead, make sure you apply it to the specific person with whom you’re dealing. Share on X

Pipeline Size

The size of your pipeline is defined as the number of active deals you have going on at any given time, in any stage of the sales process – from the newest leads to that one major deal your team has been working on for weeks. Your pipeline size is a dollar amount that adds up the total value of all the potential business you might be able to win in the short and mid-term future. Don’t forget to include existing clients that make repeat purchases every month or quarter – though it’s important not to rely too heavily on this type of business.

Knowing your pipeline size can help for a few reasons. First, it enables you to understand whether or not you’re doing enough marketing. A too-small pipeline could indicate that the marketing you’re creating isn’t compelling enough to generate interest in your product or service. How big should your pipeline be? You will hear anecdotal advice and rules of thumb ranging anywhere from 1.5 to 5 times your sales targets. The truth is that your pipeline goals will vary dramatically depending on what you’re selling. It’s impossible to create a one-size-fits-all ratio – instead, you should experiment and see what pipeline size to sales ratio strikes the best balance between growth and overwhelm for your team. 

Another helpful pipeline-related metric to track is your pipeline velocity. To calculate your pipeline velocity, multiply your number of deals by average deal size by win percentage, then divide the resulting number by the number of days in your sales cycle.

Metrics for marketing

Source: HubSpot

Your sales pipeline velocity tells you how many deals you are closing and how much revenue is moving through the pipeline each day. A higher velocity is obviously better. If your velocity isn’t where you want it, consider the factors slowing down deals from closing.

Meetings Set

Meetings are an essential part of sales metrics because they represent a significant transition point in the customer journey. To use an analogy from the dating world: it’s like going from having someone’s phone number and exchanging a few texts or phone calls to meeting up with them in real life. Things may or may not work out, but taking that step represents a level of commitment that doesn’t happen with everyone.

Meetings help you understand how often your people are getting in front of qualified customers. Tracking your meetings to leads ratio can help you identify the quality of your leads. If you’re getting lots of engagement with your marketing materials but aren’t setting that many meetings, it could be an issue with the kind of people you’re attracting. On the other hand, if you’re scheduling several meetings, but they aren’t resulting in closed business, it may be a good time to revisit some of your sales processes or refresh your team on best practices.

Customer Acquisition Cost

Customer acquisition cost (or CAC) is a relatively simple metric, but it can reveal a lot about your sales and marketing processes. To calculate your CAC, simply divide the total amount of money spent on all marketing activities by the number of clients generated. For a simple example, if your annual marketing budget is $100,000 and you were able to bring in 200 new customers from that marketing, your CAC is $500. 

Once you’ve determined your CAC, an easy way to evaluate the efficiency of your marketing is to compare it to your average customer lifetime value (LTV). Without knowing your LTV, it’s challenging to understand whether or not your CAC is where you want it. Continuing the example above: if an average customer will spend $1,250 with the company, a $500 CAC is excellent. That means you’re getting back roughly $2.50 in revenue for every $1 spent acquiring a customer.

On the other hand, say your LTV is only $250. Then, you have a problem because you’re spending $1 to bring $0.50 worth of business. Again, this is a straightforward example with round numbers for easy calculation. Still, these numbers will help you understand how to apply your CAC within the broader context of your marketing operations.    

Conclusion: Only Trust the [Right] Numbers

One thing we aren’t lacking in digital marketing is beliefs on how things should be done. It’s easy to sit around and theorize or talk about what we think might work for B2B marketing.

But the reality is that metrics are the only way to know which ideas are genuinely effective and which are just nice theories to talk about in meetings. Every company will have a slightly different perspective on where their numbers should be and what they should be looking for as they review marketing data. When it comes to metrics, remember to pick the right numbers to track and follow them consistently to gain a comprehensive picture of your marketing and its effectiveness.

Do you need some help filtering through all the marketing data you have to identify what matters? Or maybe you aren’t even sure where to start collecting data and want guidance from a specialist. Fill out this short quiz to learn more about how the conversion rate optimization experts at FunnelEnvy may be able to help.

By |2025-05-12T04:36:57-07:00April 18th, 2022|Attribution Modeling|0 Comments

The Reason Your B2B Website is No Longer Effective

The 1907 Quakers from the University of Pennsylvania were the juggernauts of college football. Heading into a home field matchup with the Carlisle Indians they had not only won, but dominated their previous seven games by a combined score of 189-10.

Their October home game on Franklin field against Carlisle wasn’t expected to be much different. Although the Indians were also undefeated, they were a group of unheralded, undersized players that the 22,800 fans in attendance didn’t give much of a chance against their mighty Quakers.

So what happened? Carlisle demolished Penn 26-6. The most notable play of the game was fullback Pete Hauer’s 40 yard perfect spiral pass that sports historians would later call one of the “three or four signal moments in the evolution of football” and “the sporting equivalent of the Wright brothers taking off at Kitty Hawk.”

These historians attribute Carlisle’s stunning upset that Saturday to Carlisle coach Pop Warner’s exploitation of a rule change that was adopted a couple of years earlier. In order to curb the surging violence in football schools adopted a number of rules changes, most notably legalizing the forward pass.

Warner decisively capitalized on this rule change, confusing the Quakers with long passes and new formations. Penn was playing by the old rules, and caught completely unprepared for the new era of football that they had the misfortune of writing into history that day.

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