
Happy Friday Marketing Engineers!
Today:
📧 AI For Email Deliverability
🕵️ How To Conduct A Website Audit, With Actionable Next Steps
🏆 6 Essential Ingredients For Winning Ads
👉 Diverse Perspectives At Every Touchpoint
👴🏻 Time To Exit: Are Startups Getting Older?
⛏️ Breaking New Ground On YouTube Podcast Measurement
🚀 Ada{m}
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This issue of Marketing Machine is brought to you by…. Marketing Machine! 🚀

if you haven’t heard, we’re growing up around here.
We’re launching a paid upgrade structure (and a book.) If you upgrade you’ll help the project grow and get access to the paid Friday edition with links and breakdowns, as well as the new Tuesday edition with all the playbooks, templates, case studies, and pre-release book content. Don’t worry, the free version will continue, but we’re shaking it up a bit and switching to links only.
You can also just pre-order the book, which will be a compact version of everything we’ve learned over 20 years of machine building.
🗞 Marketing News
Social media platforms are fundamentally changing from connection tools to algorithmic entertainment feeds, with time spent viewing friends' posts dropping sharply on Facebook and Instagram, X losing 23% of its user base since Musk's takeover, and 83% of Gen Z taking steps to reduce social media usage. Consumer attention is migrating toward more intentional, high-quality digital environments like streaming video, digital audio, and retail media as audiences seek curated experiences over algorithmic feeds, creating new opportunities for advertisers to reach consumers in contexts better aligned with their interests and purchase intent. Brands are responding by adopting omnichannel strategies across the open internet, expanding investment into premium environments like connected TV and publisher-direct channels while focusing on owned channels for first-party data collection, with campaigns across five or more channels achieving conversion rates nearly four times higher than single-channel approaches.
Google to shift to fully AI-driven language detection while non-Search campaigns like Display and YouTube will keep their existing language targeting settings. This change simplifies campaign setup but reduces advertiser control, creating risks like ads being shown in wrong markets or missing key audiences since advertisers can no longer directly choose target languages. The update represents part of Google's broader automation strategy, marking another step in Google Ads' shift toward AI-driven optimization while limiting advertiser controls, requiring marketers to monitor performance closely and adjust strategies since AI will now fully dictate language targeting.
A new home screen that highlights earnings, content performance, and engagement while grouping tools for monetization, audience connection, and education. New features like "Popular with your followers" to show which content resonates most with audiences, plus advanced performance metrics such as views over time, view rate, and retention that help creators identify what hooks viewers and where engagement drops off. With more robust desktop tools and sharper insights, Facebook is providing creators with better cross-device functionality and a comprehensive centralized hub to spot trends, fine-tune content, track performance, manage monetization, and grow their audience from a single platform.
Meta Further Consolidates Ad-Targeting Options [1 min read]
Ad sets using unavailable targeting options will stop delivery on January 15, 2026, forcing advertisers to remove manual targeting in favor of Meta's AI targeting systems. The shift toward AI-powered targeting is driven by performance data showing Meta's new AI recommendation model has driven 5% more ad conversions on Instagram and 3% on Facebook, while removing detailed targeting exclusions improved median cost per conversion by 22.6%. Meta's ultimate goal is a fully automated ad product that requires only an objective and price point from advertisers, with Zuckerberg envisioning complete ad solutions delivered to target audiences without manual input by 2026, supported by an "Early Release" program to help partners transition to their Advantage+ AI ad tools.
🤖 AI
AI For Email Deliverability [1 min read]
An evolution from AI to write emails to now ensuring emails actually reach inboxes rather than spam folders. The AI technology is trained on over $250 million in sales data and high-performing campaigns. It has been trained on years of high-converting email data including cold emails, sales sequences, newsletters, and follow-ups to turn good emails into revenue-driving ones. The tool provides three key features - a 1-10 email grade for deliverability and conversion potential, problem diagnosis that identifies what's harming email performance, and AI rewriting that provides complete rewrites powered by conversion data and copywriting principles to improve opens, clicks, bookings, and sales.
Anthropic uses advanced research methods like attribution graphs and circuit tracing to understand how Claude thinks and makes decisions, discovering that the model plans ahead conceptually when generating responses. Despite these safety measures, researchers found that Claude can be vulnerable to deception and manipulation, sometimes being tricked into providing dangerous instructions or constructing reasoning backwards from suggested answers rather than genuinely working through problems. To address these challenges, Anthropic has implemented comprehensive safety strategies involving policy experts, data scientists, and engineers who test for harmful outputs and build defenses throughout Claude's entire lifecycle, though they acknowledge not yet fully understanding how the model accomplishes many of its capabilities.
🧠 Hacks & Tactics
A comprehensive website audit serves as a health check for digital experiences, offering benefits like improved SEO, optimized user experience, and data-driven insights that drive meaningful ROI. Organizations can choose from various audit types—including content, SEO, technical, UX/UI, competitive, and CRO audits—each addressing specific aspects of website performance and user engagement. The process follows a practical step-by-step approach from preparation and data collection to implementation and monitoring, with an emphasis on making audits a regular practice and thoroughly documenting findings to ensure insights translate into actionable improvements.
6 Essential Ingredients For Winning Ads [2 min read]
Modern short-form video ads must quickly capture attention with movement and color while demonstrating product value through action rather than explanation. Successful content stays brief (under 30 seconds), incorporates on-screen text for muted viewers, and uses dynamic editing techniques to maintain engagement throughout the viewing experience. Ending with strong, specific calls to action tells viewers exactly what to do next, completing an effective formula for marketing success in today's fast-paced digital landscape.
Diverse Perspectives At Every Touchpoint [3 min read]
Successful marketing requires that customers be represented at every stage of the process, either directly through team members who reflect the target audience or indirectly through comprehensive data that genuinely captures diverse consumer voices. Rather than confining consumer input to just the beginning or end phases, marketers must weave audience perspectives throughout the entire journey, regularly checking in with the simple but powerful question: "Is the customer in the room with us?" The most effective campaigns emerge when representation becomes integral to every touchpoint, preventing disconnects that lead to tone-deaf messaging and wasted marketing dollars.
🏗️ For Founders
Time To Exit: Are Startups Getting Older? [3 min read]
Startups are indeed getting older before exiting, with the median age at IPO rising to 13.5 years in 2024 compared to just 5-9 years from 1980-2007, driven by three key factors: increased availability of private capital (expected to grow from $13T to $20T by 2030), regulatory burdens that make going public less attractive, and greater emphasis on achieving profitability before pursuing an exit. This trend requires investors to fundamentally adapt their strategies by preparing for longer holding periods, shifting toward later-stage investing rather than early-stage companies, and relying more heavily on secondary sales for liquidity. The overarching theme is that the startup ecosystem is fundamentally changing, requiring both companies and investors to rethink traditional timelines and strategies around exits and liquidity in this new environment.
🔮 The Future
Breaking New Ground On YouTube Podcast Measurement [8 min read]
Oxford Road conducted the industry's first data-driven study to measure YouTube podcast advertising effectiveness using Media Identity Graph's 30 million-person passive panel to track ad exposure inside YouTube's "walled garden" environment, where traditional third-party pixel attribution methods don't work. The study demonstrated that YouTube podcast ads drive statistically significant measurable lift, delivering an 8% increase in site visitation rates (from 8.5% to 9.1%) with 99% confidence level and generating an estimated 23,000 incremental visits nationally. The research also revealed that YouTube podcast audiences differ significantly from traditional audio listeners, skewing younger (20-40), more male (74%), and less diverse (69% White vs 58% overall) than typical podcast audiences, suggesting advertisers need tailored creative and media strategies for video versus audio podcast placements.
👩🏫 Vocab
Focus Groups: A research method where a small group of people share their opinions and perceptions about products, services, or marketing materials. These moderated discussions provide detailed qualitative insights. Focus groups help understand consumer thinking and reactions in depth.
Example: A cereal company gathers a group of parents to taste test a new healthy breakfast product and discuss their children's eating habits.
Neuromarketing: The application of neuroscience to marketing to understand consumer responses to marketing stimuli. It studies brain activity and biometric responses to marketing materials. Neuromarketing helps predict consumer behavior and emotional reactions.
Example: A retailer uses eye-tracking technology to determine the most effective product placement and shelf layout in their stores.
Oh hello. It’s us again. Marketing Machine. Here’s some more about the book.

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That's it for this week! See you next week. 😎
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