TLDR Marketing

TLDR MARKETING 2026-04-02

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01GENERAL

Sponsored

MOMENT

LLMs are eating your traffic, but you still control the moment that matters. The Transaction Moment [4] is when customers are most engaged and receptive:

go.rokt.comSponsor

03STRATEGIES & TACTICS

REACHDESK DRIVES 1,400% JUMP IN G2 REVIEWS

Reachdesk switched from $20 gift cards to physical gifts to make G2 review requests feel personal and engaging. G2 is a platform where users rate and review software, and AI tools increasingly cite its content. The change broke user patterns, sending reviews from 7 to 107 in one quarter, a more than 1,400% increase. The surge created a feedback loop, boosting visibility and citations by LLMs.

linkedin.com1 min read

HOW SCOTTS MIRACLE-GRO EVOLVES MARKETING AS GARDENING GOES YEAR-ROUND

The brand is adapting its marketing to a consumer base reshaped by Gen Z, millennials, and post-pandemic behavior shifts. The company has moved from weekend-warrior messaging and large-format packaging to always-on digital engagement and e-commerce-friendly products. Sports marketing plays a growing role, with the brand tying into ESPN Opening Day, March Madness, and a new stadium naming rights deal for the Columbus Crew.

marketingdive.com5 min read

04RESOURCES & TOOLS

LINKEDIN'S ALGORITHM JUST CHANGED - HERE'S HOW IT WORKS (2 MINUTE VIDEO)

LinkedIn's latest algorithm shift brings LLMs into the ranking system. It now evaluates the actual meaning and quality of content rather than relying mainly on past performance or follower size. This levels the playing field, giving smaller accounts a real chance to reach wide audiences if their posts are relevant and insightful, while reducing the advantage of large followings and viral history. This signals a move toward rewarding substance over popularity, though short term performance may feel less predictable as the system evolves.

linkedin.com

META HIGHLIGHTS IMPROVEMENTS TO ITS AD SERVING PROGRAM

Meta has improved Instagram ad performance by updating its ad system to deliver more relevant ads using less computing power. Its new Adaptive Ranking Model processes more user engagement signals in real time and better matches ads to user intent. The system uses LLM scale intelligence to refine targeting and improve efficiency. Since launching in Q4 2025, it has driven a 3% increase in conversions and a 5% increase in clickthrough rates for targeted users. The update should lead to better ROAS and more effective campaigns.

socialmediatoday.com1 min read

05MISCELLANEOUS

THE CASE FOR BEING UNPROMPTABLE

Original and hard-to-replicate work is more valuable as AI is flooding markets with average content. Angine de Poitrine built a strong following through highly specific and unusual music, which led to 5 million video views, sold out tours, and vinyl resale prices of $300 to $600. At the same time, platforms like Deezer receive 60,000 AI-generated tracks per day, which is 39% of uploads, yet these tracks account for only 0.5% of streams and 85% of those streams are fraudulent. Scarcity now comes from originality, not production, so work that feels illegible or hard to categorize attracts attention and builds loyal audiences. Skill that creates something genuinely new is more valuable than ever because it cannot be replicated by models trained on existing data.

blog.davidkaye.co3 min read

CHATBOTS: UNSAFE AT ANY SPEED

AI safety is failing because the industry focuses on making models safe instead of fixing the system design, with chatbots being the core problem. General purpose chatbots are inherently unsafe since their goal is to answer anything, creating an infinite risk surface that cannot be fully controlled. This leads to endless patchwork fixes like moderation and filters. These failures are not bugs, but design flaws. The solution is not abandoning chatbots entirely, but narrowing them into purpose-built systems with clearly defined boundaries, where safety becomes a solvable engineering problem rather than an impossible one.

jsnover.com5 min read