Analyzing server logs for ChatGPT-User bot visits can reveal what topics real ChatGPT users are prompting about. This provides a data-driven alternative to unreliable third-party prompt volume estimates. Websites can identify which subjects attract the most AI-driven attention by filtering logs for ChatGPT-User activity and clustering pages by topic using LLMs or vector embeddings. Comparing bot visits with human referral traffic highlights whether content is informative but unengaging or blocked from bot access.
About 80% of the LinkedIn budget goes to Thought Leadership ads that drive strong PLG signups with minimal CTAs. Edited posts with clear next steps and tested objectives perform best, with Engagement outperforming Reach. Diverse voices, a creator engine, and persona targeting keep content relevant, while frequent rotation prevents fatigue. Next steps include adding visuals for brand recall and featuring more employees, customers, and micro-influencers.
Pinterest advertising presents a cost-effective alternative to Meta and TikTok, especially for businesses targeting planners and DIY consumers. Its visual search structure supports long-lived campaign assets, enabling ongoing reach well beyond the paid window. Brands should lead with high-performing offers, repurpose content with Pinterest-specific formatting, and structure campaigns to guide users from discovery to purchase. Strategic use of the Pinterest tag, interest targeting, and act-alike audiences increases effectiveness and creates retargeting opportunities.
Sociable is a social media automation tool that helps brands identify trending content, place timely top comments, and automate replies across platforms. It filters content relevant to a brand, predicts viral potential, and tracks impressions and interactions. The platform supports outbound community engagement, allows for on-brand AI-generated responses, manages DMs, and provides analytics.
Google is expanding its AI-driven shopping capabilities to simplify purchase journeys and reduce friction during the holiday season. Key upgrades include conversational search in AI Mode with dynamic product comparisons, integration of shoppable insights in the Gemini app, and agentic tools that automate local inventory checks and price-based checkouts. These features leverage the Shopping Graph and Duplex technology to increase conversion, enhance user efficiency, and support both online and offline commerce.
The rapid rise of AI has made it easier than ever to launch startups, creating a “sea of sameness” that makes strong branding essential for standing out. As automation takes over campaign optimization, ad creative and brand identity have become the final competitive edge. Founder-led content and authentic storytelling are now key to making brands feel alive and credible in an AI-driven market.
@superficialsharon, a commentator on absurdist humour on TikTok, explores internet culture through deadpan observations on romance, creativity, and social media anxiety. Her work traces a path from early Instagram meme consumption to meta-ironic communities like @bileboye and @still_on_a_downward_spiral, where hyper-specific humour fosters belonging while reflecting online isolation. She shows how irony and absurdity shape digital communities and create fleeting yet meaningful connections. Her TikTok content channels this sensibility, using humour to highlight human behaviour and the logic of online spaces.
AirOps helps brands stay visible, trusted, and chosen [4] in the new era of AI-driven discovery. Ramp, Wiz, Webflow, Kayak, Klaviyo, and Chime use AirOps [4] as their content engineering OS — powering accurate, on-brand content that LLMs trust and cite.
Middle-aged viewers aged 35-64 drive YouTube's long-form content, with 18% watching full-length movies and TV shows. These “content super-consumers” engage across genres and support multigenerational viewing, especially in households with children. Global engagement varies from 32% in India to 7% in Sweden. Markets like Brazil and Mexico show high smart TV usage.
WARC's 2026 Toolkit shows industry confidence is falling, with only 54% of professionals expecting improvement over the next year. The shrinking of the middle class is splitting the market into two segments as some consumers cut spending while others continue to buy premium. This bifurcation challenges mass positioning and requires better targeting based on financial behavior. To remain competitive, companies must address price sensitivity with focused value propositions while reinforcing brand equity through compelling and differentiated messaging.
Deliverability is the main reason outbound email campaigns fail. Keep email infrastructure clean with simple .com domains and properly set up SPF, DKIM, and DMARC. Separate Google and Microsoft inboxes and scale Azure accounts for enterprise outreach. Ramp sending slowly, starting with 35-40 emails per day for Google after a few weeks, and 3-4 per day per Azure inbox. Use a reliable tech stack like PlusVibe with dedicated IPs and validate addresses with a debouncer. Avoid spam words, rotate inboxes, and refresh copy regularly.
AI has crowded traditional growth channels, making reach harder. Companies now grow through ecosystems built on trusted partners. This approach links creators, communities, integrations, and customers in a flywheel that builds awareness and credibility. Firms like Supabase, Clay, Lovable, and Gamma scaled fast by turning partners and users into promoters. Ecosystems strengthen every channel through trust and distribution without large teams. Teams should identify trusted partners, set clear collaboration systems, and make these partnerships central to the GTM strategy.
Blink creates complete web, SaaS, or mobile apps by chatting with AI. It handles databases, authentication, APIs, hosting, and deployment automatically. The tool includes built-in models for text, image, and voice generation, plus support for data APIs, file storage, and serverless backend functions. Users can build production-ready projects in minutes, making it popular for quickly developing MVPs, business tools, and AI products.
Starting in December, Google will roll out two AI-driven tools, Ads Advisor and Analytics Advisor, to improve campaign efficiency and reporting speed. Ads Advisor integrates directly with Google Ads to offer real-time recommendations, asset generation, and disapproval resolution tailored to account goals. Analytics Advisor enables fast investigation of site trends and user behavior using conversational queries, pinpointing root causes and recommending next steps.
OpenAI's current affiliate-based eCommerce model for ChatGPT is unlikely to sustain its revenue goals, and personalized advertising is a stronger long-term strategy. Only 5% of ChatGPT's 800MM weekly users pay for subscriptions, pushing OpenAI to find scalable monetization methods as it faces $8B in losses and $1.4T in infrastructure commitments. Affiliate models are limited because they only monetize commercially relevant queries and can misalign incentives between chatbots and retail platforms like Amazon. Personalized advertising offers broader monetization potential, better user alignment, and higher efficiency by maximizing the value of user attention through auction-based ad models.
Consumers with low AI literacy are adopting AI tools faster because they see them as magical and exciting. This emotional framing inspires trust and engagement, even when users recognize ethical or technical flaws. Companies targeting these audiences should showcase awe-inducing features like generative visuals or empathetic capabilities. However, clear disclosures and basic education are essential to avoid over-reliance or misuse. Campaigns must balance wonder with responsibility while adjusting messaging based on the audience's familiarity with AI.
Businesses can now submit incident details and evidence through a Google form to request the removal of fake one-star reviews tied to extortion threats.
TikTok Shop reached $19 billion in global quarterly sales, matching eBay's volume, as its US market grew 125% quarter-over-quarter despite regulatory pressure. The platform's rapid growth stems from its “discovery e-commerce” model, where 83% of shoppers find new products and 70% find new brands through shoppable videos and livestreams. Livestream shopping remains limited in the US, accounting for only 2% of traffic, although livestream sessions rose 72% year-over-year in September. Southeast Asia continues to outperform the US in adoption, while over 171,000 small businesses now sell on TikTok Shop as it tightens merchant vetting and expands across key retail categories.
Small business optimism fell slightly last month, with the NFIB Index dropping 0.6 points to 98.2 as owners reported lower sales and declining profits. Hiring remains difficult, with 32% of firms unable to fill job openings and 27% citing labor quality as their top problem. Inflation, supply chain issues, and rising costs continue to challenge businesses, though fewer cited financing or insurance as major problems.
Adding FAQ sections to Webflow's template pages drove large traffic growth, especially from non-branded queries. Treated pages saw up to 8% lift while non-FAQ pages declined. FAQs captured high-intent, long-tail searches like “template website free” and increased AI search engagement. Clear and structured content can outperform traditional SEO tactics, making FAQs a powerful tool for discoverability.
Engineering-as-Marketing turns product or engineering time into a growth engine by creating free tools that attract and convert users through usefulness instead of promotion. It builds trust and organic reach by giving value upfront, leading to long-term traffic and compounding returns that paid ads cannot match. Examples like HubSpot's Website Grader, Shopify's Hatchful, and Ahrefs' free SEO tools show how offering helpful resources drives leads, backlinks, and brand awareness. Startups can apply this by building small, practical tools that solve real problems, launching them strategically, and optimizing for SEO to generate lasting growth.
Over 6 million tech professionals read TLDR including developers, product managers, marketers, designers and executives. Get in front of your target audience with an ad placement just like this one! Learn more [9] about running a test campaign.
Horse Browser replaces tabs with a “Trails” system that organizes every link you open into a clear path in the sidebar. It helps users stay focused by tracking browsing history, bookmarks, and notes in one place. The browser includes ad blocking, a password manager, and dark mode. It aims to make web research more organized and less cluttered.
About 40% of US consumers now use AI for shopping. Over 70% say AI anticipates their needs, 85% find its recommendations personalized, and 83% say it makes shopping more enjoyable. While AI helps people compare products and make decisions faster, 95% of shoppers still take extra steps to confirm what it suggests, showing a clear trust gap. Brands must prioritize accuracy, clear sourcing, and human validation to maintain confidence throughout the AI-shaped shopping journey.
LinkedIn introduced new enhancements to LinkedIn Events to help B2B marketers prove ROI, scale events efficiently, and reach the right audiences. Marketers using Event Ads see up to 31x more viewership, and brands such as Impact.com have doubled attendance. New integrations with ON24, Cvent, and Integrate allow event data, lead generation, and CRM connections to flow seamlessly for better targeting and measurement.
An investigation into India's scam economy shows how mass unemployment and inequality have turned fraud into a booming industry. What began with call center cons has expanded across social media, powered by underemployed youth who see deception as legitimate work. Using scripts and stolen data to target victims worldwide, they reflect a society where economic desperation and weak enforcement have blurred the line between ambition and deceit.
With full creative control and minimal budget, Quality Meats delivered a 50-spot campaign for Mr. Submarine that combined scrappy execution with regional pride. The team used low-budget visuals, Chicago improv actors, and nostalgic jingles to create a series that was both chaotic and deeply ingrained in local culture. The initiative showed how unconventional ideas can be converted into high-impact community storytelling. Though not optimized for scale or efficiency, the campaign succeeded in generating buzz and reinforcing the brand's identity.
Veterans are a high-income, tech-enabled audience with large purchasing power across home improvement, electronics, and digital shopping. With an average household income of $115K and above-average engagement with live and cable TV, they represent a premium consumer segment. Their strong presence in small business ownership and work-from-home roles creates further relevance for categories like office tech, software, and pet care.
Research shows that younger people report trusting brands more than older people. The difference reflects how each group defines trust. Over-35s tend to trust charities, financial services, and healthcare providers, valuing ethics and safety. Meanwhile, under-35s trust everyday retailers and online services for reliability and performance. For older consumers, trust is a filter that must be earned through values and customer care. For younger consumers, trust is a baseline, and marketing should demonstrate consistent service and reliability.
Morning Brew turned business news into a media empire by combining an accessible voice, a viral referral program, and effective native advertising. Its newsletter, launched by two University of Michigan students in 2015, now reaches over 4M subscribers and drives 30% of new signups through referrals at almost no cost. The brand's conversational writing style and humor make complex topics easy to understand. Its multi-platform ecosystem across newsletters, podcasts, and social media built an audience and revenue model that has become a blueprint for modern media growth.
Matt Britton, CEO of Suzy, built a GTM system from 25,000 hours of customer calls. Using Zapier and Gong, he created automated workflows that generate summaries, sentiment scores, sales coaching, and keyword extraction from transcripts. The framework fuels paid media and SEO efforts without manual input. It also produces privacy-compliant content and live Slack alerts. His approach redefines the executive role in AI implementation by replacing delegation with direct capability building.
Lindy AI CMO [10] is a suite of powerful agents that ship beautiful marketing campaigns—fast. Simply enter your business's website, and watch AI agents study competitors, create messaging docs and campaign briefs, and generate creative assets. Everything is automatically organized in Airtable, ready to deploy.
Stape GTM Helper is a free Google Tag Manager Chrome extension designed to speed up and simplify GTM debugging. It helps identify errors faster in GTM debug mode by providing a structured, color-coded view of GTM tags.
High-ranking Google Ads use urgency and power words like “today”, “now”, “free”, and “get” to grab attention. Numbers and superlatives such as “top” boost credibility and specificity, while adjectives like “luxury” and “expert” emphasize quality over price. Clear calls to action, most often phone calls, guide users toward immediate next steps. Headlines favor professional punctuation and title case, while dynamic keyword insertion is rarely used.
AI Overviews appear on 21% of all keywords, showing that Google surfaces them most often for informational, question-based, and longer queries. 99.9% of AIOs appear on informational searches, 57.9% on question queries, and 46% on queries with seven or more words. AIOs are 1.9x more common for non-branded searches and frequently appear in categories like Science (43.6%) and Health (43%), while being rare in Shopping (3.2%) and News (15.1%).
Grüns grew fast by turning a chore into a treat. Founder Chad Janis saw that people liked supplements but hated messy powders. He made vitamins into gummies instead. The idea worked because it flipped guilt into permission. Eating candy became taking vitamins. Grüns showed that good products make people feel good about what they already want to do. The same rule applies to AI and other tools. Turn hard or guilty tasks into things people enjoy.
Timelessness is a brand's ability to stay relevant as trends change. It signals consistency and endurance seen in brands like Apple and Chanel. Timeless brands grow through trust, design, consistency, and resilience. Trust builds loyalty and profit, while design creates recognition and emotional connection. Consistency drives efficiency, and resilience protects pricing and market share. Measuring timelessness means tracking retention and execution efficiency. The payoff comes from patience and disciplined brand building that compounds over time.