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Issues
View AllWhat Makes AI Choose Your Product (Or Not)
APRIL 21, 2026AI agents follow predictable biases when shopping for consumers. They rely heavily on surface-level signals such as ranking position, badges, and structured data.
For example, items labeled “Overall Pick” are disproportionately favored, while “Sponsored” tags can reduce selection rates, even when the underlying product is identical.
Here are the key biases to be aware of:
- Position bias: Higher-ranked items get disproportionate attention.
- Badge/label bias: “Best” or “recommended” tags strongly influence selection.
- Anti-ad bias: Sponsored labels may reduce trust.
- Model-specific bias: Different AIs favor different products.
- Data clarity bias: Well-structured, machine-readable information wins.
- Choice concentration: A few products capture most selections.
Take a closer look at the data at Science Says.
Better Inputs = Better Writing
APRIL 20, 2026Most content fails because it skips the hard thinking that makes it original.
When you jump straight into writing, you end up producing polished but generic material. Your content that looks good but says nothing new.
Originality, on the other hand, is the result of structured prep work that connects strategy, research, and real human insight.
This is non-replicable value. It’s strong content that reflects lived experience, not just internet consensus. So… do your homework.
Here’s what to know:
- Originality is created before writing, not during it.
- Strategy alignment ensures content ties to real business goals.
- Briefing connects scattered inputs into a coherent narrative.
- Expert interviews unlock insights unavailable online.
- First-party data strengthens credibility and differentiation.
- And unfortunately… generic, SEO-first content erodes trust over time.
Check out the full scoop at Beam.
What AI Agents See On Your Website
APRIL 19, 2026Instead of browsing design or brand storytelling, AI agents reduce your site to structured signals and meaning. This is a big shift in what it means to “optimize for visibility.”
Your website is now a data source feeding AI-generated answers. You have less control over messaging now, because agents synthesize content according to their own logic, not your intended narrative.
They interpret pages through machine-readable structures like the DOM and especially the accessibility tree, which acts as a clean semantic representation of content. If your content isn’t clearly structured, agents fill gaps with inference… often inaccurately.
Here’s what that means for building websites:
- Clarity over creativity. Explicit, well-structured content reduces misinterpretation.
- Semantic HTML matters. Proper headings, lists, and elements improve machine understanding.
- Accessibility = visibility. The accessibility tree is effectively the AI interface.
- Content completeness. Gaps force AI to “guess,” weakening brand control.
- Entity-driven content. Agents connect topics, not just keywords.
- Technical accessibility. If bots can’t crawl or parse content, you don’t exist in AI outputs.
Head to Search Engine Journal for a closer look.
How to Use SMS to Boost Your Email Strategy
APRIL 14, 2026SMS is like a force multiplier for email. When used together, the two channels can dramatically improve engagement, with combined campaigns seeing up to a 97% higher click rate than email alone.
Email is ideal for telling stories, nurturing relationships, and delivering rich content. SMS, on the other hand, excels at urgency and action. It’s immediate, highly visible, and naturally conversational, making it perfect for driving quick responses or nudging users at key moments.
The mistake many teams make is using SMS like a shorter version of email. Instead, the most effective strategies assign each channel a clear role within the customer journey. Think of email as the “hub” for ongoing communication, and SMS as the “trigger” that prompts action at the right time.
Key ways SMS amplifies email strategy:
- Drives immediate action: Use SMS for reminders, deadlines, or last-chance offers
- Boosts conversions: Follow up on unopened or unclicked emails with a targeted text
- Enhances lifecycle journeys: Add SMS touchpoints to onboarding, events, or renewals
- Increases visibility: SMS cuts through crowded inboxes for time-sensitive messages
- Encourages interaction: Text messages invite replies, creating two-way engagement
- Supports revenue moments: Ideal for donations, sales, and abandoned cart nudges
Check out Inbox Collective for the full scoop.
A Guide to Animation in Emails
APRIL 13, 2026Animation in emails can significantly enhance engagement, but only when it is intentional, lightweight, and aligned with the message.
A well-placed animated element can guide the reader’s eye, highlight key offers, and even showcase multiple products in a single visual sequence. And motion can help tell a story faster than static images, improving CTR and conversion rates when done right.
But it’s not a guaranteed win.Oversized files, excessive motion, or irrelevant visuals can hurt deliverability, slow load times, and distract from the core message. Keep it small, limit frames, and ensure the first frame communicates the essential message… just in case it doesn’t render.
Here’s a cheat sheet:
- Capture attention quickly with subtle, purposeful motion.
- Highlight key CTAs, products, or promotions.
- Keep file sizes small to avoid spam filters and slow loads.
- Limit frames and complexity (like short GIF loops).
- Ensure the first frame communicates the message clearly.
- Avoid overusing animation. It should support, not distract.
Head to Martech Zone for a closer look.
LinkedIn Benchmarks for 2026
APRIL 12, 2026Value-rich, format-specific content wins on LinkedIn.
With an average engagement rate of 5.20% (up YOY), it’s getting more competitive, but also more rewarding for brands that get it right.
Audiences increasingly prefer content that teaches, informs, or provides actionable insights. Native document posts (like carousels) now lead with around 7% engagement, outperforming videos, images, and text.
That said, video views have declined by roughly 36% YOY, and follower growth is slowing, especially for larger accounts. So, visibility isn’t guaranteed.
A few key takeaways:
- Educational, “saveable” content (documents, frameworks) drives the most engagement.
- Native documents and multi-image posts outperform links and text.
- Engagement is rising, but harder to earn. More creators mean more competition for attention.
- Unlike other platforms, LinkedIn is not video-first.
- Larger accounts face diminishing returns without stronger strategy.
- Brands are posting more frequently, especially visual content.
Head to SocialInsider for more.
Why Internal Search Fails
APRIL 8, 2026Users routinely abandon a website’s built-in search in favor of external engines like Google, even when looking for content on the same site. This happens because most internal search systems still behave like rigid indexes, requiring exact keyword matches rather than understanding intent. This is a “syntax tax.”
When a search bar can’t handle synonyms, typos, or natural language, users just leave. Meanwhile, large search engines succeed because they interpret meaning (through techniques like stemming and context modeling), not just strings.
Improving findability—through better labeling, semantic relationships, and “fuzzy” matching—can dramatically improve outcomes without changing algorithms.
Here’s what to know:
- Internal search often fails due to exact-match logic, not lack of data
- The “syntax tax” forces users to guess system vocabulary
- Users quickly abandon sites after failed searches
- Semantic understanding (not keywords) is what makes Google effective
- Poor IA (labels, metadata, taxonomy) hides otherwise valuable content
- Designing for “maybe” results (fuzzy matches, suggestions) keeps users engaged
- Search should act like a concierge, not an index
- Fixing search is often an IA problem, not an engineering one
Head to Smashing Magazine for more.
TikTok’s Short Creative Half-Life
APRIL 7, 2026TikTok users scroll quickly and expect constant variation, so even your high-performing ads have a short half-life as repetition sets in and things get stale.
So, switch from campaign-based thinking to production-based thinking. Creative is must be continuously manufactured, tested, and iterated.
Here’s a better operating model:
- Treat content like inventory: constantly produced, assembled, and distributed at scale.
- Winning comes from testing many variations (hooks, visuals, CTAs), not perfecting one ad.
- Break ads into interchangeable parts (hook, body, CTA) to quickly refresh performance.
- Native, low-production content often outperforms polished ads because it blends into the feed.
- Long production cycles kill relevance. By launch, trends may already be outdated.
- Brands need ongoing footage pipelines (UGC, behind-the-scenes, reactions) to avoid bottlenecks.
Head to Search Engine Land for more.
Influence Occurs Everywhere
APRIL 6, 2026New research from SparkToro suggests that influence is distributed across a fragmented web of platforms where people spend their time before they ever search.
Search is only a fraction of total activity and often acts as a response to prior exposure, not the origin of interest.
This means that what looks like a “Google-driven” conversion is usually the result of earlier interactions across multiple channels.
So, marketers risk overinvesting in BOFU channels and underinvesting in the environments where awareness and trust are actually built.
Here’s what you should know:
- Influence occurs across social media, news, entertainment, email, and more.
- Search is a conversion layer, not a primary discovery channel.
- Attribution models over-credit search and undercount earlier touchpoints.
- Being present across platforms is essential because audiences don’t stay in one place.
- AI tools are growing, but their direct share of attention remains relatively small compared to hype.
- We have to shift from “optimize for clicks” to “build presence where attention already exists.”
Take a look at the research by SparkToro.
Insights
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Which comes first, the copy or the design?
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How to Speak Like a Customer—Not Your CEO
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The New Search Paradigm: How Marketers Can Prepare for SGE
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