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Latest — 06 Feb 2026

The Intent Clarity Framework for AEO

Your content ranks well. Traffic looks good. But ChatGPT never cites it, and Perplexity ignores it completely. The problem isn't visibility - it's intent alignment. LLMs are ruthlessly efficient at detecting when your content doesn't match what users actually need. A blog post optimized

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Using Content LLM Analyzer to Audit Clarity

You know your content needs work. Your pages aren't getting cited by AI tools, bounce rates are high, and your "optimized" content isn't converting. The problem: You're guessing at what's wrong. You need diagnostic data. Content LLM Analyzer gives you

How B2B Buyers Use ChatGPT in Research Phase

Your B2B buyer isn't Googling "best CRM software" anymore. They're asking ChatGPT: "Which CRM integrates with HubSpot and Salesforce, costs under $50/user/month, and has good API documentation?" Gartner found that 61% of B2B buyers prefer rep-free purchase experiences. They'

Heading Extraction in SPAs: The Hidden Challenge

You run an SEO audit on your React site. Your tool reports: "H1: About Us. H2: Learn More." You check the live site. The actual H1 is "How We Help SaaS Companies Reduce Churn by 40%." The H2s are detailed feature sections. Your audit tool lied

Why Your H1 and Title Must Align (And How to Test It)

When your title tag promises one thing but your H1 delivers another, LLMs get confused about your page's intent. This mismatch-even by a few words-signals uncertainty. ChatGPT interprets titles as the primary promise and H1 as confirmation. If they don't match, your page gets lower relevance

Content Clarity: A New SEO Metric

Your content isn't competing for rankings anymore. It's competing for comprehension. When ChatGPT reads your product page, it doesn't care about keyword density or meta descriptions. It cares whether it can quickly extract your value proposition to answer a user's query. When

B2B Content Strategy for the AI Search Era

B2B buyers don't wait for your SDR email anymore. They ask ChatGPT to explain your product category, compare your solution to competitors, and evaluate technical specifications-all before they ever visit your website. By the time they request a demo, they've already made 70% of their decision.

The Modern SEO Guide to JavaScript-Rendered Content

Most modern websites-especially B2B SaaS products-use React, Vue, or Angular. Content renders client-side, meaning the initial HTML is nearly empty. Traditional SEO tools fetch raw HTML, see nothing, and report problems that don't exist. More critically, they miss problems that do exist: headings that never make it to

Answer Engine Optimization: The Definitive Guide

SEO optimized your content for Google's algorithm. AEO optimizes it for how LLMs answer questions. The difference matters: Google ranks pages, but ChatGPT and Perplexity cite specific content that directly answers queries. If your page doesn't clearly signal what question it answers, it gets ignored-even if

The Complete Guide to How LLMs Read Your Website

When ChatGPT encounters your website, it doesn't see fonts, colors, or carefully crafted layouts. It processes pure structure: your headings, text hierarchy, and semantic signals. This interpretation gap-between what you designed and what AI "sees"-determines whether your content gets cited in AI search results or