Wikipedia vs Grokipedia: 5x the Pages, 70x the Citations, 1615x the Traffic (4 minute read)
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.
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Criteo Joins OpenAI Advertising Pilot in ChatGPT (1 minute read)
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.
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How to refresh your ICP with Claude Cowork (2 minute read)
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.
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How to turn 404s into ideas (1 minute read)
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.
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Growth vs. Efficiency in PPC: why you can't maximize both (and how to choose) (4 minute read)
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.
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Meta updates Edits app with more creation tools (2 minute read)
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.
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Snipd (Tool)
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.
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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.
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Welcome to the TV-ification of social media (2 minute read)
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.
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I generated 96,452 views on short-form vids in 3 weeks. Here's what I learned (2 minute read)
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.
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