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WIKIPEDIA VS GROKIPEDIA: 5X THE PAGES, 70X THE CITATIONS, 1615X THE TRAFFIC

A new analysis comparing Wikipedia and Grokipedia shows that while the AI-generated wiki has published 737,930 pages since October 2025 and could surpass Wikipedia's total page count by 2027 at its current pace, it remains far behind in influence. Wikipedia attracts an estimated 2.1B monthly visits versus 1.3M for Grokipedia, ranks for 45.5M keywords compared to 1.19M, and averages 236 backlinks per page versus just 2. Although Grokipedia articles are 13% longer and cite more external sources on average, 83% show strong semantic overlap with matching Wikipedia pages, signaling limited differentiation. In AI search, Wikipedia earns 70X more citations overall.

CRITEO JOINS OPENAI ADVERTISING PILOT IN CHATGPT

Criteo joined OpenAI's ChatGPT advertising pilot as its first ad tech partner, enabling brands to activate campaigns within conversational search across the Free and Go tiers in the US. As ChatGPT tests ad formats, Criteo's $4 billion in annual media spend and 17,000 global advertisers give it scale to evaluate whether conversational placements can generate incremental demand and measurable cross-channel outcomes.

HOW TO REFRESH YOUR ICP WITH CLAUDE COWORK

Claude Cowork was used to refresh Docebo's ICP by combining multiple data sources. SFDC reports, win-loss notes, and interview transcripts were collected. The Glean MCP generated account briefs for the top 25 customers. Each brief included CRM notes, emails, call recordings, and customer descriptions. All inputs were fed into the ICP skill at once. It produced two complete ICPs with attributes, deal triggers, qualification criteria, competitive insights, and an activation guide.

HOW TO TURN 404S INTO IDEAS

Checking 404 pages can reveal untapped content opportunities. By analyzing broken links, especially from AI-generated articles, gaps in a blog's strategy become visible. Many hallucinated URLs point to sensible topics that don't yet exist, like internal linking, backlinks, or content decay. Turning these nonexistent pages into real articles can reclaim lost backlinks and generate ideas already “endorsed” by AI. Auditing 404s with tools like Ahrefs' Site Explorer can uncover a wealth of ready-to-publish content concepts.

GROWTH VS. EFFICIENCY IN PPC: WHY YOU CAN'T MAXIMIZE BOTH (AND HOW TO CHOOSE)

Growth and efficiency cannot be maximized at the same time because performance marketing requires a tradeoff between volume and cost. When a company pushes for growth, it must bid more aggressively and expand targeting, which raises costs and lowers efficiency. When it prioritizes efficiency, it tightens bids and targeting, which improves ROAS or CPA but reduces volume and can stall campaigns. The best approach is to choose one primary goal and set the other as a guardrail. The right focus depends on factors like margins, cash flow, market saturation, and capacity, and it should shift as business conditions change.

META UPDATES EDITS APP WITH MORE CREATION TOOLS

Meta has upgraded its Edits video app to give creators more control and keep the tool simple. New features include colored clip outlines, a more visual Ideas tab, and caption word highlighting to improve engagement. The app now receives almost weekly updates and is positioning itself as a strong option for creator toolkits.

SNIPD

Snipd is an AI podcast app that turns listening into learning. Key moments can be saved with audio, transcript, and summary. Episodes include AI-generated summaries and interactive chat for insights. YouTube videos and audiobooks can be imported, notes captured, and highlights exported to Notion, Readwise, or Obsidian. The app also creates chapters, shareable quotes, and supports 26 languages.

THE GTM STACK OF THE FUTURE: HOW AI SEARCH AND BUYER SIGNALS DRIVE REVENUE (WEBINAR)

This webinar on March 11 explores how leading B2B teams are redesigning their GTM stacks around AI search and real buyer signals to drive revenue. Hosted by AirOps and featuring Kyle Poyar of Growth Unhinged, it covers how to turn AI discovery into pipeline, the emergence of GTM engineers and technical revenue roles, and how to replace scattered experiments with integrated systems.

WELCOME TO THE TV-IFICATION OF SOCIAL MEDIA

Social media now functions as entertainment, competing with streaming platforms rather than other brands. As audiences scroll while watching TV, social platforms are leaning into episodic formats and expanding onto television screens. While serialized content has long existed, brands are now blending TV level storytelling with social distribution. A series delivers sequential installments around a theme. A show builds a universe with recurring characters and evolving plotlines that create loyalty and anticipation.

I GENERATED 96,452 VIEWS ON SHORT-FORM VIDS IN 3 WEEKS. HERE'S WHAT I LEARNED

Each platform rewards a distinct signal. YouTube Shorts scales fastest because high rewatch rates drive distribution. Instagram is inconsistent but rewards persistence with occasional spikes. TikTok prioritizes shares, with most views from non-followers. Strong first frames matter most, deleting posts limits algorithm learning, and frequent cross-posting supplies the data needed to surface winners.

SIMPLE YET POWERFUL KEYWORD RESEARCH TIP

Google the keyword you want to rank for, take the #1 SERP and put it into an SEO tool, filter to position 1-3 keywords, then cover these in your content.

MARKETING AROUND THE COST-OF-LIVING CRISIS? MAYBE THINK AGAIN

Kalshi and Polymarket hosted free grocery events that drew blocks-long lines, generating buzz but also criticism for targeting financially vulnerable consumers.

Launch your first Reddit campaign ↗️

*New accounts only, limit 1 per account, additional terms [5] apply.

HOW GOOGLE'S UNIVERSAL COMMERCE PROTOCOL CHANGES ECOMMERCE SEO

Product feeds and structured data now determine visibility in Google's AI shopping. AI agents can discover, compare, and complete purchases, so optimization targets being chosen, not ranked. Brands compete in the recommendation layer and need accurate product data. Features like Business Agent, Direct Offers, and in-AI checkout integrate brands into transactions. Linking Search Console to Merchant Center helps teams monitor performance and fix issues. Clear product information lets AI match shopper needs to the right items.

HOW TO THINK ABOUT INFLUENCERS OR: DEATH TO AUTHENTICITY

Influencer marketing is considered the fourth age of media, after print, TV, and search. Social platforms now let creators shape culture in ways traditional media cannot. Long-term ROI from influencer campaigns is 51% higher than the all-channel average. Brands see a 38% lift in ROI when working with creators over time rather than in one-off deals. Yet 45% of marketers still judge influencers by follower count, and 80% of brands take “baby steps” in creator strategy.

HOW TO BUILD AN AI SEO STRATEGY THAT OUTLASTS TACTICS

Teams often chase visibility in AI tools without connecting it to revenue or market share. Strong strategies start with research on where audiences use AI and which queries drive pipeline. Behavior studies show user patterns often differ from assumptions. Content structure matters, as 44% of AI citations come from the first 30% of a page, making front-loaded answers critical. Leaders respond better to scenario planning than traffic forecasts, so model outcomes and review the strategy quarterly to stay aligned with fast-moving AI platforms.

PARTIFUL: WHAT WE CAN LEARN FROM THE APP THAT KILLED FACEBOOK EVENTS

Partiful outpaced legacy event platforms by embedding growth into its product. Every invite created built-in distribution and FOMO. Serialized content on Substack and TikTok engaged users. Org Profiles and Group Order fostered communities and added utility, while playful responses to competitors reinforced confidence. By aligning product and positioning with Gen Z's desire for low-friction social experiences, Partiful built a self-sustaining growth loop.

PRE-TEST CALCULATOR

This calculator is designed to take the guesswork out of choosing parameters for accurate A/B tests. Enter the weekly traffic and conversions of the page being tested and the calculator will tell you how long to run the test.

WHAT REAL MARKETERS ARE BUILDING WITH CLAUDE CODE

This piece breaks down how marketers are building reusable AI skills in Claude Code and Cowork by turning existing frameworks into structured Markdown files. They connect these skills to data sources like Google Drive, HubSpot, Clay, and Slack. They iterate on live examples until accuracy improves from around 60% to 90%. In some cases, they deploy them to run on schedules via tools like GitHub, Railway, and Vercel. The key is to codify repeat thinking into skills, stack them into workflows, and refine them through real world use rather than prompts alone.

THE MINIMUM LOVABLE PRODUCT ERA

Minimal Lovable Products are replacing MVPs because basic functionality is now cheap and easy to copy. AI has cut build costs from about $200K to as little as $20 or free, so simple utility no longer creates an advantage. Most products still sit at the functional and reliable layers, while lovability drives higher retention, LTV, and word of mouth. Emotional touches such as personality, delight moments, and human tone are now the strongest moat since AI can replicate features quickly. Teams should build delight into roadmaps and set a clear standard that every release must feel genuinely enjoyable to use.

THE HIDDEN RISK OF A STRONG BRAND HALO

Johnson & Johnson's Tylenol recall built a powerful reputation that later softened scrutiny around repeated legal settlements across its pharmaceutical and consumer businesses. That defining moment created lasting credibility that shaped both public perception and internal culture. When ethical identity becomes central to a brand, misconduct is easier to rationalize. Reputation must be reinforced by ongoing accountability, or it becomes a shield instead of a safeguard.

HOW TO INCREASE YOUR "LUCK SURFACE"

Luck surface is how many chances you give luck to find you, and you grow it by doing things in public and sharing your work widely.

CAPTURING THE FULL ROI OF REFERRAL PROGRAMS

Customers acquired through referrals generate significantly more downstream value than regular customers.

CHATGPT UNINSTALLS SURGED BY 295% AFTER DOD DEAL

WELLNESS MARKET HEADS FOR $10 TRILLION BY 2030 AS HEALTH BECOMES ‘THE NEW LUXURY'

Wellness is becoming a core driver of spending and identity. Growth is strongest in areas tied to prevention and physical environments, including wellness real estate at 15.8% CAGR, traditional and complementary medicine at 10.8%, mental wellness at 10.1%, and thermal and mineral springs at 10%. Per-capita wellness spending shows a large regional gap, led by North America at $6,029 versus $471 in Asia and $339 in the Middle East and North Africa.

CASHING IN ON CUTE

Research shows that political conservatives are more likely than liberals to prefer and buy products with childlike cute features such as rounded faces and large eyes. They are drawn to this aesthetic because they associate it with innocence and bodily purity, a core moral value tied to conservative ideology. The effect appears across countries, product types, and even search behavior. It disappears when the product conflicts with purity values. This suggests visual design aligns with moral beliefs and can be used strategically to reach different audiences.

BUILD AN ICP SO SPECIFIC YOUR MESSAGE GETS REPLY

TREAT LINKEDIN LIKE AN ECOSYSTEM

Slate's LinkedIn strategy treats the platform as an interconnected system built to expand brand presence within defined ICP accounts. Instead of focusing on follower growth for the company page, the team increases visibility through employees and external voices. B2B social is framed as change management inside target organizations, requiring messaging that validates both daily pain points and strategic investment. Performance is evaluated through shares, post-level follower growth, and engagement from qualified buyers that later surfaces in sales conversations.

how TLDR compares.

CLAUDE CODE FOR GTM TEAMS

This guide contains 30+ prompt-driven use cases across sales, marketing, customer success, and product. It includes lead identification, competitive ad analysis, renewal risk scoring, QBR generation, and sprint planning.

STOP GUESSING WHAT CONTENT TO CREATE: PRACTICAL TEMPLATES FOR MAPPING WHAT TO BUILD AND WHY

Content planning starts by mapping specific buyer questions by persona and funnel stage, not by brainstorming content ideas. Start with a structured audit of existing assets to find coverage gaps and performance trends across personas, stages, and topics. AI can speed up this process by delivering an ~80% first-pass classification in minutes. Next, build a persona-by-stage matrix to identify missing awareness, consideration, and decision assets before generating new content. This article includes a link to the full set of content templates.

GOOGLE EXPANDING BETA ACCESS TO TEXT GUIDELINES FOR ALL ADVERTISERS GLOBALLY IN AI MAX

This update introduces plain-language controls that let advertisers block specific phrases or implied positioning while AI dynamically matches copy to search intent. This reduces the risk of messaging that conflicts with pricing strategy or audience targeting. Early results from BYD show a 24% lift in leads alongside a 26% drop in cost.

HOW QUARTERZIP HACKED THE AI INTERFACE

Quarterzip gained traction by replacing the typical text prompt interface with an AI that watches a user's screen and guides actions in real time. It built the product around screen sharing, which most companies already allow, so it avoids long SDK installs and enterprise approval cycles and delivers value on day one. The picture-in-picture assistant follows users across tools, which shifts onboarding from single app tours to continuous workflow guidance. It already runs hundreds of AI-powered onboarding sessions each day for clients such as Apollo and Grab without requiring code changes. Its visible in-window branding turns every onboarding session into free distribution and creates a built in growth loop.

WE ANALYZED 62 BILLION VIEWS TO UNDERSTAND YOUTUBE VIRALITY IN 2026

YouTube virality is driven more by emotion and watch time than by information or structure. Negative sentiment titles generated about 20% higher median views, while titles around 30 characters earned nearly 60% more views than titles over 70 characters. Videos that included numbers saw about 11% fewer views, and thumbnails that contained text averaged 19% fewer views. Longer videos performed better overall, with median views rising from about 43K under 15 minutes to about 55K for videos over 60 minutes, though the strongest range under an hour was 15 to 25 minutes. Niche choice matters, but execution and timing still outweigh category differences.

AEO TIP: FIND OUT WHAT YOUR COMPETITORS DON'T OFFER, THEN CREATE FAQS MAPPED TO THOSE QUESTIONS

Rippling uses FAQs to intercept AI Mode conversations about competitors and make its own brand visible.

NETFLIX CEDES WARNER BROS. DISCOVERY TO PARAMOUNT: “NO LONGER FINANCIALLY ATTRACTIVE”

Paramount Skydance is positioned to acquire Warner Bros. Discovery.

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CLAUDE CODE AND THE GREAT PRODUCTIVITY PANIC OF 2026

There's a spark of productivity panic in tech, pressuring engineers and executives to work longer hours and produce more code. Once seen as a way to “vibe code” casually, these tools now drive an expectation that everyone experiment with AI while maintaining existing workloads. Senior leaders using agents themselves raise output expectations. Studies show nonmanagers gain far less time savings, fueling “AI fatigue” and task expansion. While some teams report higher productivity, much of the output risks becoming disposable busyware (minor projects or features that consume time but add little real value).

WPP TO SELL ASSETS AND CUT JOBS IN RADICAL SHAKE-UP TO COUNTER AI THREAT

WPP is launching a major restructure to become a simpler, lower-cost, AI-focused business. The London-based group will reorganize into 4 main divisions and regional markets. It is merging key ad agencies, including Ogilvy, VML, and AKQA, under a shared back office while keeping them separate. It is also reinvesting savings into AI and high-growth areas.

TIKTOK & IG VIDEO A/B TESTING LESSONS

Small changes can massively shift results, with identical videos sometimes getting 10X more views. Format matters too, as greenscreen videos perform far better on Instagram while talking-head styles can do better on TikTok. Algorithms are unpredictable, so the best approach is to repurpose content across platforms and then test multiple hooks, captions, text, and formats. Iterate on underperforming videos instead of relying on a single version.

LIFECYCLE MARKETING: A PRACTICAL GUIDE TO CLOSING THE GAPS

Build a foundation before running campaigns. Start with the audience, not the feature, and use segmentation by fit, behavior, lifecycle stage, role, and jobs-to-be-done to shape messaging. Gather insights from product data, support, CS, and sales. Use a shared calendar and intake workflow to manage requests, and apply priority tiers, QA checks, and post-send reviews to keep cadence and multi-channel messaging consistent. Treat ad-hoc sends as learning opportunities. Once the system works, use AI to speed repetitive tasks.

WIN REPORT: HOW AN APPEAL TO EMOTION DOUBLED CONVERSIONS

Leading with emotion instead of a heavy search form doubled conversions for a travel booking platform. User research showed visitors called the original mobile homepage boring and unengaging because the form appeared before any inspiring content. The winning redesign reduced the first step to one field and highlighted strong destination imagery and video. This change increased bookings by 103% during the test.

THE COMPLETE GUIDE TO BOOSTING INFLUENCER CONTENT (WEBINAR)

Sarah Adam, Head of Influencer Marketing at Wix, and Guy Dotan will discuss their experience scaling influencer campaigns and how to handle both organic and paid strategy. The webinar will take place on March 5 at 11 AM ET.