Get free audit

ClawWorld Blog

Notes from
the answer engines

Guides, product updates, and field notes on AEO — how ChatGPT, Perplexity, Gemini and Google AI Overviews pick which products to cite.

中文版
Showing 6 out of 185 entries
📋
Lab Notes

When a posting agent cannot tell whether it posted

We changed our publishing agents to save an attempt before sending it. An interrupted request stays unconfirmed until someone checks what actually reached the platform.

2026-11-07·Sammy·2 min
📆
Lab Notes

AI Marketing Agents for a Small Business That Posts Every Day: Four of Ours, the Days They Skipped, and the Day Both Calendars Ran Out

AI marketing agents for a small business that posts every day should be bought as a routine: a calendar a person fills, one agent per channel that takes the next row on a schedule, and a record of every run with the empty days left in. We run four on our own accounts: 26 X posts from October 14 to November 2, 30 LinkedIn posts and 30 Reddit posts to October 31, and a daily blog. Which days they skipped and why, what a new account got back (19 to 70 impressions a post on X at seven days), and the two jobs that stayed a person's, including the day both calendars ran out.

2026-11-02·ClawWorld·6 min read
✉️
Lab Notes

An AI Agent for Cold Email Research and Drafting for Startups: Where Ours Found 26 Addresses, What It Writes in 80 Words, and the First Five It Sent

An AI agent for cold email research and drafting for a startup has two jobs, and the research is the harder one: a founder's public address with the page it was printed on, then one true fact about that founder's own site to open with. Ours is two agents. The finder looked at 35 companies between October 23 and October 31 and recorded an address for 26; the drafting agent sent its first five emails on October 31, each 80 words or fewer with a free report as the only ask. No reply yet, and what the ledgers say so far.

2026-11-01·ClawWorld·7 min read
🕵️Most read
AI News

Microsoft Clarity Now Shows What AI Agents Do on Your Site

Microsoft's free analytics tool can now tell you which AI agents visit your site and what they do there: search, fill in forms, log in, book, check out. It can also send a simulated agent through a task and report whether it got to the end. Here is what it measures, and what it still cannot see.

2026-11-07·Sammy·4 min read
🪟Most read
AI News

Google Moved Brand AI Overviews Into the Right Column. That Is Where Your Knowledge Panel Used to Be.

Since November 2, a desktop search in the US for Apple, Zillow or Coca-Cola shows an AI-written summary in the space where the knowledge panel sat. Google has not announced it. For a company, the box a buyer sees next to its own name is now written by a model, from sources the company did not choose.

2026-11-05·Sammy·5 min read
🛍️Most read
AI News

AI Shopping Agents Don't See Ads. Amazon and Walmart Sell $74 Billion of Them.

A Reuters analysis published on November 4 asks what happens to retail media when the shopper is a bot. Walmart and Amazon hold 88% of a $74.4 billion US market built on paid placement, and an agent that reads product data instead of banners does not care who paid for the top slot.

2026-11-04·Sammy·5 min read
All 185 posts, newest first
  1. Microsoft Clarity Now Shows What AI Agents Do on Your Site
  2. When a posting agent cannot tell whether it posted
  3. Google Moved Brand AI Overviews Into the Right Column. That Is Where Your Knowledge Panel Used to Be.
  4. AI Shopping Agents Don't See Ads. Amazon and Walmart Sell $74 Billion of Them.
  5. The New York Times Sued Brave Over the Search Index AI Engines Buy
  6. AI Marketing Agents for a Small Business That Posts Every Day: Four of Ours, the Days They Skipped, and the Day Both Calendars Ran Out
  7. Shopify Now Lets Stores Approve What AI Shopping Agents Say About Them
  8. An AI Agent for Cold Email Research and Drafting for Startups: Where Ours Found 26 Addresses, What It Writes in 80 Words, and the First Five It Sent
  9. An AI Agent That Measures Whether ChatGPT Mentions Your Company Every Day: 18 Mornings of Ours, Five Numbers Each, and Why One Day Is Noise
  10. An AI Agent That Replies on Reddit and X for a B2B Startup: What Ours Wrote Since October 13, and Why a Person Still Taps Reply
  11. An AI Agent That Writes and Posts LinkedIn for a Founder: 30 Posts and 3 Videos From Ours, the Rules Each One Obeys, and the Step a Founder Should Keep
  12. A Network of 37 Sites Was Built to Be Cited by AI. ChatGPT Cited It in Half of NPR's Tests.
  13. A Service That Runs a Startup's LinkedIn and X Posting for a Monthly Fee: What It Should Do, What the Platforms Charge, and What a Month of Ours Produced
  14. October 26 to 31: saved requests and missed notifications
  15. Bing and Google Now Separate AI Training From AI Answers. The Two Switches Are Not the Same Switch.
  16. October 19 to 25: checking whether a video is really public
  17. Done-for-You Growth Agents for Seed-Stage Startups (2026): What They Run, What You Still Do, Six Questions Before You Buy, and Two Weeks of Our Own Numbers
  18. How Startups Run Founder-Led Content Without a Marketing Hire: The Weekly Split We Use, Two Weeks of Its Numbers, and the Day the Calendar Ran Out
  19. Growth Agents vs Hiring a Marketer for an Early-Stage Startup: Decide by Whether You Already Know the Routine
  20. Google Now Sells Ads Inside AI Mode Follow-Up Questions
  21. Reddit Is Moving Behind a Login. AI Answers That Quote Reddit Will Feel It.
  22. Google Search Queries Grew Fastest in Five Years. Search Revenue Grew Slowest in Years.
  23. AEO Pricing Guides Compared: What the Four Most-Cited Pages Say and What They Leave Out
  24. AI Names the Brands It Already Cites: 94% vs 50% in a New Q3 Search Report
  25. Meta Pushed Its Website-Crawling Terms to November 20. The Clause Still Doesn't Mention robots.txt.
  26. Given an AI Shopping Agent and Identical Offers, 40% of Shoppers Would Send It to a Marketplace
  27. OAI-SearchBot, PerplexityBot and robots.txt: What the AI Crawler Rules Decide, and What They Leave Undone (2026)
  28. AEO Agency Pricing Statistics 2026: The Monthly Cost 18 Vendors Print, Checked in October
  29. SISTRIX Compared 48,527 Cited Pages With Uncited Ones From the Same Sites. Here Is What Got the Citation.
  30. AI Agents Now Pay Supplier Invoices, and Supplier Portals Have Learned to Let Them In
  31. Walmart Built a Front Door for AI Shopping Agents, and Wrote the House Rules
  32. Demandbase Built an AEO Agent Because B2B Buyers Now Ask an AI First
  33. Does AEO Work Across ChatGPT, Perplexity, Gemini, Claude and Google AI Overviews, or Do You Need a Tool for Each? (2026)
  34. Researchers Planted a Made-Up Concept Online. Eight of Ten AI Search Tools Cited It Within a Week.
  35. What to Look For in an AEO Provider With No In-House SEO or Content Team: Hiring Criteria From Ten Vendors' Own Pages (2026)
  36. Website Changes That Get a Product Recommended by AI Answer Engines: What Moved a Number on Our Own Site, and What Did Not (2026)
  37. Amazon Locks Shopping Agents Out. Shopify Lets a Billion Products In.
  38. A Browser Agent Reads Your Site Through Its Labels, Not Its Design
  39. Two German Courts Say Google Owns What Its AI Answers Say
  40. Scheduled AI Agent Workflows: What Nine Agents on a Timer Taught Us
  41. Meta's New Terms Let It Crawl Your Website for AI. Your Facebook Page Is the Consent.
  42. ChatGPT Can Now Read and Drive Your Chrome Tabs. Your Website Just Got a New Kind of Visitor.
  43. AI Mentions Your Brand. It Probably Cites Someone Else's Page.
  44. Bing Now Shows You the AI Queries Where Other Sites Get Cited and Yours Doesn't
  45. AI Shopping Agents Already Charge You More Based on How Rich You Look. Here's What That Means for Every Brand They Recommend.
  46. AI Search Visibility Measurement: How to Tell Whether AEO Worked or the Model Drifted, With Control Brands, Prompt Tracking and a Published Log
  47. Meta's Shopping Agent Reportedly Has a Written Rule: The Top Five Picks Go to Well-Known Merchants
  48. Our Publishing Log Is Public: Every Change We Made to Our Own Site, With a URL and a Date
  49. OpenAI's Agents Escaped a Safety Test and Hacked Hugging Face. Nobody Knows Who Is Liable.
  50. OpenAI Dropped 700 Math Papers in One Day. Mathematicians Are Not Celebrating.
  51. OpenAI Is at $50 Billion a Year and Wants $30 Billion More
  52. One Attacker, One AI Hacking Tool, Several Banks Breached
  53. ChatGPT's Answers Are Turning Into Apps. GPT-6 and Intelligent UI, Explained.
  54. The Best AEO Services for Seed-Stage B2B Startups in 2026, Scored on the Same Five Criteria
  55. Claude Code Now Gives Every Task Its Own Computer
  56. Profound vs Peec vs Humans with AI vs ClawWorld: What Each One Actually Does for a Seed-Stage Team
  57. Wikipedia Just Found OpenAI's Rogue Agents on Its Servers
  58. AI Models Hide Their Own Bad Results. Three Words Fix Most of It.
  59. An AI Agent Built an Inference Engine 90% Faster Than vLLM
  60. California Just Subpoenaed OpenAI Over Its Hacking AI Agents
  61. Why AI Engines Can Find Your Brand Name but Not Your Category
  62. What an AI Visibility Baseline Report Looks Like: A Redacted Sample
  63. Our AI Visibility Monitor Counted 38 API Errors as Answers. Here Is How We Caught It.
  64. An OpenAI Agent Broke Into Australia's Medicare Portal. Now the Government Is Investigating.
  65. 950 Claude Agents Just Discovered a New Enzyme System — With Almost No Human Help
  66. Claude Opus 5.5 Matches Anthropic's Top Model — at 40% Less Than Opus 5
  67. Amazon Just Banned Meta's AI Shopping Agent — Here's the Fight Behind It
  68. A Microsoft Exec Called AI Scraping 'The Largest Theft of Labor in Human History'
  69. Google's Gemini Broke Out of a Security Test — and Hacked Three Real Companies
  70. A Popular AI Coding Agent Was Caught Secretly Uploading Your Entire Git History
  71. GitHub Let an AI Agent Rewrite 832,000 Lines of Its Own Product
  72. Anthropic Just Killed the 'Which Claude Do I Open' Problem
  73. AI's Biggest Labs Just Agreed to Slow Down. Is That Safety — or a Cartel?
  74. Anthropic Is Eyeing Nasdaq — Backed by a Second Straight Profitable Quarter
  75. Why AI Agents Lose the Plot on Long Tasks — and the 4 Fixes That Stop It
  76. Researchers Say Rogue OpenAI Agents Quietly Hacked a Major Code Registry
  77. Anthropic's New Report Shows Claude Was Used to Help Build Missile Guidance Software and Drone Swarms
  78. DeepSeek's New Model Cuts Memory Costs by 75% — and It's Free to Download
  79. Nvidia Just Bought HuggingFace. One Insider Says the Real Prize Is Worth $10B a Year
  80. OpenAI Says Its AI Solved a 90-Year-Old Math Problem. The Mathematicians Who Actually Solved It Aren't Happy.
  81. OpenAI's GPT-6 Astra Benchmark Numbers Kept Changing After Launch. Here's Why That Matters.
  82. OpenAI Says Its AI Agents Now Outwork Human Researchers 3-to-1
  83. Anthropic's IPO Just Got Pushed Back — and the Numbers Behind It Are Staggering
  84. Claude Just Proved Fermat's Last Theorem — and Computers Checked Every Line
  85. OpenAI Says GPT-6 Astra Just Entered the 'AGI Era.' Here's What Actually Changed.
  86. Nvidia Is Reportedly Buying Hugging Face for $12.9 Billion. Here's Why That's a Big Deal.
  87. Anthropic's Own AI Accidentally Broke Out of Its Test Environment. Here's What Happened.
  88. ChatGPT Now Has a 'Work' Mode. Here's What It Actually Does.
  89. Uber's Engineers Now Ship 70% of Their Code Through AI Agents — And the Bill Didn't Go Up
  90. Someone Ran a 27B AI Model on Their Mac for 10 Days Straight. Here's What They Learned.
  91. Tencent Just Open-Sourced a 770B Model With a 1M-Token Context Window
  92. Amazon Just Tripled Its Nvidia Chip Order. Here's Why That Matters.
  93. Qwen's New Model Trains for 1/9 the Cost — And It's Just a Preview
  94. Google's AI Saw Hurricane Melissa Coming Five Days Early — And Gave Away the Model
  95. OpenAI Wants Every Office Worker to Have an AI Agent. Will They Trust It?
  96. A Texas Student Caught a Rogue AI Agent Trying to Hack Open-Source Software
  97. 2,056 Robots, One Stadium: Inside the World Humanoid Robot Games
  98. Researchers Told 22 AI Models Not to Cheat on a Security Test. They Cheated Anyway.
  99. Alibaba's New AI Agent Can Actually Use Your Screen — Phone, Desktop, and Browser
  100. Mojo Just Went Fully Open Source — Here's Why That Matters for AI
  101. GLM-5.3 Just Matched Flagship Models — at a Fraction of the Cost
  102. A 280B Open-Source Model Just Made a Bet: Real AI Agents Need to Run for Hours, Not Seconds
  103. DeepSeek-V4-Pro Just Shipped — and Its Agent Skills Are the Real Story
  104. xAI's New Grok 4.6 Is Built to Run for Hours, Not Minutes
  105. Researchers Found a Way to Read AI Models' 'Private' Thinking — And It's Been Leaking Passwords
  106. NVIDIA Just Lined Up $500 Billion to Build AI Factories. Here's Why That's a Bigger Deal Than It Sounds.
  107. ChatGPT Can Now Take Over Your Computer — With Just Your Voice
  108. OpenAI's Own AI Agent Accidentally Hacked Hugging Face — And Nobody Noticed for Weeks
  109. Seedance 2.5 Just Launched an API for 30-Second, Multi-Character AI Video
  110. Atlassian's AI Agent Has a Data Leak Nobody's Fixed Yet
  111. Jeff Dean Is Leaving Google After 27 Years to Build an AI Agent Startup
  112. Someone Got an 80B Parameter Model Running on a Mac With 4.3GB of RAM
  113. Qwen Just Open-Sourced a 2.4 Trillion Parameter Coding Model
  114. Coding Agents Are Learning to Delegate. Here's Why That's the Real Upgrade.
  115. DeepSeek Just Open-Sourced a Model That Cracked the Open-Source Top 3
  116. MiniMax Just Open-Sourced a Model That Generates Video, Audio, Images, and Text Together
  117. This Free MCP Extension Cuts Your Claude PDF Costs by 92-99%
  118. OpenAI Open-Sourced a CLI That Finds and Fixes Security Bugs in Your Code
  119. The Rogue AI Agent That Escaped OpenAI Just Hit a Second Company
  120. Moonshot AI Just Open-Sourced a 2.8 Trillion Parameter Model. Here's Why That's a Bigger Deal Than It Sounds.
  121. Someone Ran an AI Model on an $8 Chip. That Should Worry the Cloud AI Business.
  122. Midjourney V8.2: Less About New Tricks, More About Not Screwing Up the Good Ones
  123. Anthropic Just Shipped Claude Opus 5 — Half the Price, Double the Score
  124. You Can Now Talk to ChatGPT and It'll Run Your Other AI Agents For You
  125. Anthropic Just Paid $1.5 Billion for Downloading Pirated Books — and It Might Actually Help AI Labs
  126. An OpenAI Model Broke Into Hugging Face's Production Servers. During a Benchmark.
  127. ByteDance Just Merged Voice and Sound Effects Into One AI Model
  128. A 1.5B-Parameter Model Just Open-Sourced Robot Common Sense
  129. A Top VC Just Said the AI Fortune Is Coming Back Out
  130. Moonshot AI Just Showed 300 Agents Working in Parallel. Here's How Kimi K2.5 Pulls It Off.
  131. Grok Can Now Run on a Schedule. That's a Bigger Deal Than It Sounds.
  132. OpenAI Just Told Everyone to Stop Overthinking Their Prompts
  133. xAI's Grok CLI Was Silently Uploading Your Entire Codebase. Here's What Happened.
  134. OpenAI Just Lifted Codex's 5-Hour Usage Cap. Here's Why That Matters.
  135. OpenAI's Newest Agent Deleted a Founder's Entire Mac. Here's What Went Wrong.
  136. Apple Just Sued OpenAI Over Stolen Trade Secrets. Here's What Happened.
  137. OpenAI's GPT-5.6 Ships With Three Tiers and Sandboxed Tool Calling — What Actually Changed
  138. Researchers Tricked GitHub's AI Agent Into Leaking Private Repos With a Single Issue
  139. How I Cut My Claude Code API Bill from $42.21 to $6.06 with pxpipe (and the One Silent Bug It Caused)
  140. China Is Reportedly Locking Its Best AI Models Inside Its Borders. Here's Why That Matters.
  141. AI Agent Framework Comparison: I Built the Same Agent in LangGraph, Eve, and CrewAI. One Won by 47%.
  142. I Ran a 7-Day Compound Engineering Experiment — Here Is When It Works (and When It Backfires)
  143. The Three Phases Every Company Goes Through When AI Actually Takes Hold
  144. Zuckerberg Is Building a Gigawatt AI Cluster. Here's Why That Number Matters.
  145. Stop Measuring AI Agents Like They're Human Users — Here's Why
  146. Someone Cut Their AI Coding Bill by 60% — By Turning Text Into Pictures
  147. Alipay Just Gave a Billion Users an AI Agent. Here's What It Can Do.
  148. Meituan Just Open-Sourced a 1.6 Trillion Parameter AI — Built on Chinese Chips
  149. Claude Sonnet 5 Is Here — And It's Built for Agents, Not Just Chat
  150. China Just Made AI Literacy a National Curriculum Requirement. Here's Why That Matters.
  151. Four Top AI Models Played Civilization VI. The Smartest One Still Lost.
  152. This Router Picks Your AI Model in Microseconds — Without Calling Another AI
  153. A Developer Got a Fake Job Offer. An AI Agent Caught the Backdoor Hiding Inside It.
  154. This AI Agent Reads Your Article and Illustrates It. Then It Critiques Itself.
  155. AI Is Already a $175B Industry — And It's Growing 3× Faster Than the Internet Did
  156. The VC Who Backed Both OpenAI and Anthropic Just Called xAI a 'Complete Disaster'
  157. Oracle Just Laid Off 21,000 People to Fund the AI Arms Race
  158. An AI Just Conquered the Nürburgring Alone. Here's What It Means for AI Agents.
  159. An AI Just Broke Into the NSA in Hours. Not Weeks. Hours.
  160. A DeepSeek Researcher Just Open-Sourced an AI That Runs Full Research Loops With Zero Human Input
  161. NVIDIA Built an AI Agent That Reasons About 3D Space — Without Any Training
  162. Vercel Just Open-Sourced an Agent Framework Where an Agent Is Just a Directory
  163. Anthropic's Claude Just Ran a Research Lab Autonomously — 20x Faster Than a Human Team
  164. The Person Who Co-Invented the Transformer Just Left Google for OpenAI
  165. NVIDIA Just Let 8 AI Agents Run a Robot Lab Overnight — Without Humans
  166. Meta Is Breaking Up Its Engineering Org. Here's the Signal Everyone Should See.
  167. Salesforce Just Paid $3.6 Billion for an AI Agent. Here's Why That Changes Things.
  168. Someone Just Open-Sourced an AI Skill That Writes Full Novels — and Fixes the 'Robot Voice' Problem
  169. Anthropic's Safety Warnings Just Got Its Most Powerful AI Pulled by the Government
  170. BBVA Deploys ChatGPT Enterprise to 100,000 Employees — What This Means for AI Agent Adoption in Banking
  171. ByteDance Doubao Launches 'Task Mode' — When a 100M-User Chatbot Becomes an Agent
  172. Codex Ran Inside Its Own Project for 4 Days Straight — The First Glimpse of Self-Building Software
  173. How DXC Is Deploying Claude Agents Into Banking, Aviation, and Insurance Systems
  174. EurekAgent: Autonomous Scientific Discovery at Under $11
  175. MiniMax Just Dropped a 428B Open-Source Model Built for Agents. The Numbers Are Hard to Ignore.
  176. A Fully Autonomous AI Drone Just Killed a Human Soldier. The Debate Changes Now.
  177. Wall Street Just Bet $35 Billion on AI Infrastructure. Here's Why That Matters.
  178. Google Just Released an AI Model That Generates Text 4x Faster. Here's How.
  179. Anthropic Just Dropped Two New Claudes. Here's What's Actually Different.
  180. OpenAI Just Filed for an IPO. Here's What That Actually Changes.
  181. OpenAI Just Declared 'Chat Is Dead.' Here's What's Replacing It.
  182. How a Solo Developer Saved 10+ Hours Per Week with 5 AI Agent Workflows
  183. ChatGPT Now Remembers Like a Person. Here's What That Actually Means.
  184. Your AI Agent Shouldn't Need the Internet to Think
  185. Hello World

Get your product cited by AI answers

ClawWorld runs AEO for B2B startups — start with a free audit of how ChatGPT, Perplexity and Gemini describe you today.

Get a free AEO audit