- AI Citation Source Index 2026: Where Answers Come From
680M+ AI citations analyzed: 15 domains capture ~68% across ChatGPT, Claude, Gemini, Perplexity, AI Overviews. What it means for software marketing.
10 min English - GPT-6 Astra Does Not Search. It Acts.
GPT-6 Astra launched with frontier computer use. When AI stops answering and starts acting, software companies face a new visibility problem. What changes.
11 min English - AI Watermarks Just Ended Undetectable AI Content
EU AI labels and Claude watermarks make AI text machine-identifiable. Which content strategy survives, and which one just ended.
9 min English - Why Reddit Citations Just Fell 86% in ChatGPT
ChatGPT citations of Reddit fell 86% in a week. The data, the brand-shortlist mechanism behind it, and what smaller brands should do.
10 min English - Technical SEO for SaaS: The 2026 Checklist
Technical SEO for SaaS in 2026: crawlability, rendering, Core Web Vitals, structured data, hreflang, and AI crawlers. A six-job checklist.
9 min English - 13 GEO Tools, One Real Question: Can You Measure Citations?
We compared 13 GEO tool pitches. Most sell keyword tracking. AI search doesn't care about keywords. Here's the test that tells them apart.
9 min English - Cold Email in 2026: The Full Cost-Per-Reply Breakdown
What does it really cost to get a cold email replied to in 2026? We priced every option — tools, AI SDRs, agencies, hiring — and broke down the math.
9 min English - Most Marketing Stats Can't Answer 3 Questions. We Checked.
We started grading every number we publish by source, sample, and time window. It nearly killed our output. Then it became the whole edge.
8 min English
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