Generative Engine Optimization (GEO) & AI SEO – ChatGPT & Search Auditor

Brand Armor AI — Generative Engine Optimization Analyzer | Answer Engine Optimization Analyzer Make your site understandable to AI. This extension audits any page you’re viewing and produces copy-ready fixes that improve how modern LLM/data crawlers and traditional search bots can fetch, render, and interpret your content. You’ll get a practical score, prioritized opportunities, and one-click snippets (meta description, canonical URL, JSON-LD, robots.txt policies) you can paste into your site. We focus on what AI models and search engines actually use: clean canonicals, unblocked render assets, unambiguous entities, valid structured data, sane robots.txt, and signals of freshness and authority—so your content is more likely to surface in answers and summaries. Why this is different LLM-first, not just SEO-classic Beyond titles and keywords, we analyze crawl permissions, renderability, schema quality, entity clarity, and canonical hygiene—the inputs that help AI systems map your page to user intents. Actionable, not theoretical Every finding includes a clear explanation plus copy-ready code: a meta description draft, a sanitized canonical link, an Organization/Product JSON-LD template, or a robots.txt policy block. Realistic checks across ecosystems We verify posture for both search crawlers and a representative set of data and LLM crawlers (for example, it can tell you if public pages or critical assets would be blocked for systems behind modern assistant technologies). Mentions are for interoperability context only and do not imply endorsement. Fast local analysis Audits run in your browser. No sign-up, no API key, and no outbound transfer of page content unless you choose to export a report. What you get (at a glance) AI Visibility Score™ — a simple headline number with category breakdowns. Top Opportunities — prioritized fixes with effort/impact estimates. Copy-Ready Snippets — pasteable code for meta description, canonical URL, JSON-LD (Organization/Product/FAQPage), and robots.txt policy blocks. Confidence Indicators — framework detection, rendering analysis, schema detection, entity extraction, and rendering/access hints. Business Impact Projection — an indicative “what improves if you ship this” narrative. Exports — PDF or JSON for sharing, ticketing, or historical comparison. What it checks (highlights) Meta & canonical hygiene Title/Description presence and length heuristics; social fallback (Open Graph/Twitter) if description is missing. Canonical URL detection; auto-suggests a clean, absolute canonical with tracking parameters removed. Detects multiple or conflicting canonicals, missing canonicals on indexable pages, and patterns that confuse bots. robots.txt posture (LLM + search) Fetches and parses /robots.txt; warns on block-all, missing Sitemap lines, over-broad disallows, crawl-delay, or asset blocking (/.js, /.css, /static/, images). Generates safe defaults and optional crawler policy blocks with toggles, so you can clearly allow public pages while protecting /private/ or legal areas. Checks HTTP status, content-type, and file size. Render & asset access Detects JavaScript framework patterns (SSR hints, root container “empty div” issues). Flags rules that might block render-critical assets (JS/CSS/images), which causes empty or degraded views in headless fetchers. Basic timing hints (where available) to nudge Largest Contentful Paint / layout stability improvements. Structured data (JSON-LD emphasis) Extracts JSON-LD from the page (including @graph) and validates required & recommended fields for common types: Organization, Product, Article, FAQPage, WebSite. Points out semantic gaps and offers fill-in templates keyed to the page. Entity clarity Light-weight entity extraction to check whether organizations, products, locations, and technologies are explicit, consistent, and machine-readable. Freshness & temporal signals Looks for elements, article published/modified meta, and JSON-LD dates; reminds you to surface dateModified and related signals where appropriate. Sitemaps & i18n hints Detects missing Sitemap lines in robots.txt and suggests per-locale sitemaps when multiple languages are present. How it helps teams Growth/SEO — identify the structural issues that keep pages from appearing in AI answers and search; ship fixes quickly. Founders/PMs — get a non-technical summary and copy-ready code you can hand to dev/design. Content/Docs — ensure articles and help pages include the right schema and dates to be picked up accurately. Agencies — use exports for onboarding audits and before/after reporting. What the score means (and what it doesn’t) Your AI Visibility Score™ is a directional measure of crawlability, renderability, schema clarity, and canonical hygiene. It is not a ranking guarantee. Big, sophisticated sites sometimes score lower because of intentional constraints (e.g., CDN rules, anti-scraping, legacy templates, or product pages that rely on JS but block assets to non-browsers). We highlight the deltas you can actually fix. Tip: For the fairest evaluation, run the analyzer on representative landing pages or evergreen articles, not transient dashboards or login-gated views. One-click workflow Open a page on your site. Click Brand Armor AI → the audit runs locally. Review Top Opportunities (each includes a why + a pasteable fix). Click Re-Analyze this tab after you ship changes to validate immediately. Export PDF/JSON to share with teammates or attach to tickets. Example copy-ready outputs Meta Description Concise, page-specific drafts (≈150–160 chars). If missing, we adapt from social tags and visible headings; you can then refine the voice. Canonical URL Absolute, parameter-cleaned suggestions. If we detect a canonical already, we flag conflicts instead of overwriting. Structured Data Fill-in snip…