AI
14 articles on LetsLaunch.
AI Crawlers Are Now a Line Item: What They Actually Cost Wikimedia and Small Sites
Wikimedia's own engineering blog reported a 50% bandwidth surge from AI scraping, with bots making up 65% of the most expensive traffic while being a third of pageviews. Smaller sites are reporting the same pattern. Here's what a normal site can actually do about it.
7 min readCloudflare Says Perplexity Ignored Robots.txt. We Checked the Record.
In August 2025, Cloudflare accused Perplexity of disguising its crawler to keep scraping sites that had blocked it. Perplexity disputes the characterization. Here's what Cloudflare actually documented.
7 min readIs AI Referral Traffic Actually Worth Having? What the 2026 Numbers Say
Nobody can promise you'll get more ChatGPT or Perplexity referrals. But several named analytics firms independently measured what that traffic does once it arrives — and it converts meaningfully better than organic search, even though the exact multiple depends on who's counting.
8 min readEvery AI Crawler That Hits Your Site, and What to Do About Each One
GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider and a dozen more — what each one actually does, who runs it, and the robots.txt rule that matches what you're trying to opt into or out of.
10 min readChatGPT vs Google AI Overviews vs Perplexity: Where to Put Limited Effort
Three products, three different audiences, three different ways of deciding what to cite. A founder with limited time needs to know which one actually rewards the effort before spending any of it.
9 min readllms.txt in 2026: We Publish One. Here's What It Actually Does.
Google has said plainly it doesn't use llms.txt. A 137,000-domain study found 97% of published files get zero requests, ever. We still publish one — here's why that isn't a contradiction.
5 min readGPTBot Says It Visits Your Site. Here's How to Check, Every Week.
A curl check tells you what a crawler receives once. It tells you nothing about whether GPTBot, ClaudeBot or PerplexityBot actually show up on a Tuesday in October. Here's how to monitor that on an ongoing basis.
7 min readDoes Schema Markup Help You Get Cited by AI? What Google Actually Says
There is no special 'AI schema.' Google's own documentation says AI Overviews eligibility rides on the same requirements as an ordinary search snippet — but that doesn't mean structured data is pointless, and it doesn't mean FAQ markup gets you cited either.
7 min readShould You Block GPTBot? The Decision, Not the Panic
Blocking GPTBot opts your site out of future OpenAI training runs. That's the whole effect. It does nothing to whether ChatGPT can cite you — that's a different crawler entirely.
8 min readWhat Actually Gets You Cited by ChatGPT and Perplexity? Reading the Research
One Princeton study measured a 22-41% visibility lift from adding quotes, statistics and citations inside a lab benchmark. It's the most solid data that exists — and it isn't the same claim as 'do this and ChatGPT will mention your product.' Here's the actual gap.
6 min readWikipedia and Reddit Aren't One Strategy — They're ChatGPT's and Perplexity's Different Bets
Wikipedia and Reddit together account for more than a quarter of ChatGPT's US citations, per a 5W synthesis of 680 million tracked citations. But the two sources aren't interchangeable — and neither is reachable on demand.
8 min readHow to Write a Paragraph an AI Engine Can Actually Quote
The research on AI citation says quotable, specific claims get cited more than vague ones. This is the practical follow-up: how to actually structure a paragraph so it can be lifted out of your page and still be correct.
8 min readWhere to Submit an AI Startup: 27 Directories That Actually Fit
AI tool directories are a different audience than a general launch board — someone browsing one is already hunting for a tool like yours. We checked the rel attribute on all 27 we track.
11 min readWhy ChatGPT Can't See Your Site (Even Though Google Ranks It)
Googlebot renders JavaScript. The crawlers behind ChatGPT, Claude and Perplexity do not. A client-rendered site can rank perfectly well in search and still arrive at an assistant as an empty shell.
8 min read