Clay updated its pricing to reflect platform use beyond data, adding an “actions” metric alongside data credits and reducing tiers from 5 to 4. The team spent a year testing with agencies and customer segments to ensure fairness. Actions remain invisible for most users while guiding power users to upgrade. Transparent communication included videos, memos, and grandfathering legacy customers. Short-term revenue may drop 10%, but long-term upgrades are expected as action usage grows.
Vector drives growth with a system that turns founder insights into high-volume content. The team runs biweekly interviews and uses AI trained on each founder's voice to create LinkedIn posts. Founders stay active and post consistently. Engagement is the main lever, with 58% of follower growth coming from daily comments on relevant posts. The company page focuses on employee content. A podcast built on real internal discussions fuels the strategy, influencing 80% of open opportunities and serving as source material for posts
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AI citations are concentrated among a few domains, with content breadth and structure outweighing rankings. About 30 domains capture 67% of citations, and top Google results are cited only 43.2% of the time. ChatGPT retrieves many sources but cites few, with 85% of pages never cited and 67% of cited URLs appearing only once. Longer, structured content covering multiple queries performs best, and placing key information in the first 30% of a page maximizes attention.
Average position in GSC is an aggregated metric that often misleads and offers little actionable insight, so it is usually best ignored. An overall average position of 25 means a site ranks around page 3, since Google shows about 10 organic results per page. Query-level average position is more useful because it reflects how a specific URL ranks across users, such as averaging 1.5 if it appears in position 1 for one search and 2 for another. Special elements like image packs and AI Overviews count as positions, and appearing in them can raise a URL to position 1 even if its organic ranking is lower. Reported positions can vary due to personalization, device differences, and limited visibility of features like “People also ask,” which makes exact rankings harder to verify.
The “two by nothing” framework shows competitors fighting over dimensions like price or quality, while the brand creates a new plane where it stands alone. Airbnb illustrates this by shifting from a place to stay to a way to experience a destination or travel together, which enables more distinctive campaigns and positioning. The approach requires mapping competitors, uncovering brand and audience insights, and reframing industry assumptions into something people care about. It works even if the product is similar, since differentiation can come from values and identity rather than features.
2026.03.24·embeddedbrandstrategy.substack.com·4 min read·TLDR Marketing The subreddit r/companiesthatspam appeared in February to call out brands astroturfing on Reddit, quickly ranking in Google search. It was removed within a month, but the risk remains. Reddit is the top-cited domain on major AI platforms at 3.11%, ahead of YouTube and Wikipedia, so bot-driven backlash can appear in AI searches. Brands like Mint Mobile that maintain genuine community engagement outperform those using agency-run manipulation.
FedEx's slogan, "The World on Time," sets high expectations, so any delivery failure feels like a breach. Despite a 95.3% on-time rate, PwC found 1 in 3 consumers will leave a brand after one bad experience. A recent 45-hour delay on a priority shipment shows how gaps like drivers missing store hours and poor customer service cause more reputational damage than the delay itself. Brands with high expectations need recovery processes to match.
Chinamaxxing made snippets of Chinese life go viral, with non-Chinese creators copying habits like slippers and hot water.
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Most pricing change tests die in a backlog because billing systems were built for invoicing instead of experimentation.
“We do X but with AI” startups will collapse as users and platforms absorb their value. Real winners will solve meaningful problems beyond simply adding AI.
Behavior change depends on motivation, low friction, and repetition. Lasting habits come from small, consistent actions reinforced over time.
AI makes building easy, so the real advantage is judgment - knowing what to build and why. A simple rubric helps teams evaluate and improve decision-making by focusing on evidence, clarity, trade-offs, and impact.
Design is shaped by market forces, not designers. As AI automates execution, the real value shifts to judgment, framing problems, and making decisions.
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Custom integrations are slow, expensive, and brittle. ThoughtSpot's MCP framework lets you plug real-time, governed analytics directly into your AI agents, so your product gets smarter without your
Scale is not inherently good. It is a strategic choice driven by incentives. Founders should decide if scaling truly serves their goals, not assume it is required.
AI product development is shifting from intuition-based “vibe checks” to structured evals, where data, tasks, and scoring functions define product quality and replace traditional PRDs. The teams that win build continuous eval loops, making evals the core system for improving AI products.
Nothing is truly “dead” in tech. The real constraint is human behavior. AI's success depends on how well it fits into real workflows.
2026.03.24·investing101.substack.com·6 min read·TLDR Product AI makes building fast, so the real bottleneck is deciding what to build. Designers must shift from execution to judgment, combining technical fluency with strategic thinking.
Overloading work causes delays, while slack creates opportunities.
Engineering teams can be reduced to two roles: pirates who discover and ship value quickly, and architects who stabilize and scale what works.
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npx workos launches an AI agent, powered by Claude [5], that reads your project, detects your framework, and writes a complete auth integration into your codebase. No signup required. It creates an environment, populates your keys, and you claim your account later when you're ready.
Mark Zuckerberg is building a CEO agent to help him do his job. He envisions a future where everyone in the world eventually has their own personal AI agents. His agent is currently helping him get information faster. The use of AI tools has spread quickly through Meta, in part because it is now a factor in employees' performance reviews. The company holds AI tutorial meetings several times a week and hosts frequent AI hackathons.
2026.03.23·links.tldrnewsletter.com·3 min read·TLDR Amazon is developing a new smartphone built around its own services. Codenamed Transformer, the phone will make it easy to shop via Amazon and partners and stream content from Prime Video and Prime Music. Transformer will drive usage of Amazon's AI products and may use AI in lieu of app stores. Like any product in development, the project could be canceled over finances or a change in strategy.
2026.03.23·arstechnica.com·2 min read·TLDR Tesla and SpaceX will team up to build a massive new chip factory in Austin, Texas, to support Elon Musk's plans for AI, robots, and human settlements in space. The Terafab facility will make the chips Tesla will use in its vehicles and Optimus humanoid robots, and chips optimized for use in space. It will be stocked with equipment that will allow the company to run a quick feedback loop and a super-high production rate. Taking on a chip fab is a big undertaking, as the facilities are expensive to build and can take years to fully develop.
2026.03.23·links.tldrnewsletter.com·2 min read·TLDR DeepMind restricted AlphaFold 3 on its launch, forbidding the use of the publicly accessible version for drug discovery. This resulted in criticism from the scientific community - but it also spawned many variants and advances. This article looks at some of the breakthroughs that came about due to restrictions in AlphaFold 3. The hybrid architectures built into AlphaFold-like engines may prove to be the path to more streamlined and accurate methods for drug discovery.
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Managing spend? Driving loyalty? Expanding globally? Your customers won't compromise on a reliable experience - and you shouldn't compromise on scale or flexiblity. Marqeta gives you the best of both [11]. Choose a payments partner that helps you deliver bigger _AND_
This post contains advice on AI-assisted engineering based on real-world experiences from 15 experienced engineers and engineering leaders. The contributors come from a variety of backgrounds and a range of company sizes. They include Brian Jenney, Senior Software Engineer at Coupa; Sam Williams, Head of Product Engineering at Pronetx; Owain Lewis, Founder of Gradientwork; and Florijan Klezin, Data Engineer at Samotics. The post is aimed at improving AI-assisted engineering workflows.
2026.03.23·newsletter.eng-leadership.com·40 min read·TLDR The logic that words force clearer thinking than visual artifacts is outdated, as the production cost of images is now significantly lower. Creating visuals is now easier and faster than writing text. Communication keeps moving towards formats that match how the brain naturally receives and stores information. The future of communication will look like a canvas. While language will remain the right tool for precision and nuance, the primary interface for sharing ideas, leading teams, and moving fast will be visuals.
2026.03.23·links.tldrnewsletter.com·7 min read·TLDR Tim Cook, who has run Apple since 2011, probably doesn't expect to stay as CEO for another 15 years. He hasn't indicated any imminent transition, but he has made it clear he wants his heir to come from within the company so he can serve as a mentor. The leading candidate is John Ternus, senior vice-president for hardware engineering. Ternus is younger than many of the company's other senior leaders, meaning he could be in the position longer. He is well-liked among Apple's leadership and has won the support of multiple members of senior staff.
2026.03.23·links.tldrnewsletter.com·18 min read·TLDR Snowflake is reportedly reducing its workforce by about 400 people. The company has been screen recording every documentation session for 8 months, building training datasets from its senior technical writers' workflows. It made its senior writers spend their final six weeks transferring knowledge to the AI system. Snowflake claims documentation quality hasn't dropped. Management is celebrating 300% efficiency gains from the new AI documentation pipeline.
2026.03.23·threadreaderapp.com·1 min read·TLDR Sponsored
On March 26, CData is hosting a panel of AI engineering leaders from Anysoft, TheNoah.ai, and Euphonic AI, sharing lessons learned on
'Headless' means that users will no longer be required to use the company's app or site to finish tasks.
2026.03.23·tuananh.net·4 min read·TLDR Novo Nordisk has lost patent protection in several countries (excluding the US and Europe) for the weight loss drug sold as Ozempic and Wegovy, which means generic versions will start popping up in the coming months.
2026.03.23·links.tldrnewsletter.com·14 min read·TLDR AWS is the exclusive provider of OpenAI's new AI agent builder, Frontier, which could become an important part of the model maker's business if agents become as big as the industry predicts.
2026.03.23·techcrunch.com·13 min read·TLDR As the first engineer on TLDR's new Applied AI team, you'll build AI agents to automate end-to-end workflows and lead our context engineering project to allow non-technical teammates create their own AI workflows. Learn more [21].
AI will allow humans to realize ideas without having to deal with work that feels like a grind.
2026.03.23·danielmiessler.com·37 min read·TLDR World models are engines that know the rules, track the state, understand, and predict consequences.
2026.03.23·strangeloopcanon.com·10 min read·TLDR Companies no longer have a reason to exist because agents can run the economy.
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Today's work happens in browsers, endpoints, and local environments. Agents and automation act alongside employees, while security teams struggle to keep up with expanding non-human access.
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