Changelog

• Answer Engine Optimization (AEO) Pillar Guide — New cornerstone post covering the 5 AEO ranking factors, how each answer engine (ChatGPT, Perplexity, Google AI Overviews, Claude) selects brands, and the AEO vs GEO distinction. Targets the 1.9K-volume "answer engine optimization" keyword.
• Best AEO Tools 2026: Honest Comparison — Full comparison table covering Peec AI, Goodie AI, Otterly, Profound, Semrush AIO, and 99Visibility. Pricing, platforms, fix capability — including the tools that hide their pricing.
• Peec AI vs 99Visibility — Long-form honest comparison post for buyers searching "peec ai alternative" or "peec ai pricing". Complements the structured /compare/vs-peec-ai page.
• Why GEO Tools Cost $300/mo — Pricing transparency breakdown: what drives enterprise GEO pricing, when it's justified, and when $49-149/mo is the smarter buy.
• 2 New /compare Pages — /compare/vs-peec-ai and /compare/vs-otterly-ai are live with full feature matrices, pricing comparison, and honest "where they win" sections.
• Otterly AI Added to Competitive Landscape — Competitor profile + threat assessment now covers Otterly AI alongside Peec, Goodie, Profound, and Semrush AIO.

Coming Soon

• Markdown Rendering for AI Responses — Audit detail and keyword detail panels will render AI responses as proper formatted markdown (headings, tables, lists, inline citations) instead of raw plain text. Closes a polish gap surfaced in our last honest re-audit.
• Prompt + Response Detail View — For every keyword × platform pair, see the exact prompt sent to the LLM and the raw response. Today users see aggregated scores only — the actual "what AI says about you" detail isn't surfaced.
• Citation Rate Re-Weighting — Current Citation Rate metric averages across all 4 platforms, but Claude has no live web and structurally contributes 0 citations. Re-weighting to only platforms that can cite, or marking N/A for parametric models.
• AI-Generated Cover Images — All new blog posts will ship with original generated cover art instead of stock photos.

• Brand Audit Engine — Query ChatGPT, Perplexity, Google AI, and Claude about your brand. Get a 0-100 visibility score across all four platforms.
• Hallucination Detection — Automatic comparison of AI responses against your actual data. Catches wrong pricing, outdated features, and fabricated claims.
• Prescriptive Recommendations — Specific, actionable fixes with priority and effort levels. Not "improve your content" — instead: "Add FAQ schema to /pricing — High priority, 30 min effort."
• Visibility Dashboard — Overall score with per-platform breakdown, query-level detail, and alert feed for critical issues.
• Competitor Comparison — Side-by-side visibility scores against up to 3 competitors per platform.
• 3 Pricing Tiers — Starter ($49/mo), Growth ($99/mo), and Pro ($149/mo) with 7-day free trial.
• Email Notifications — Audit complete alerts, critical hallucination alerts, and weekly summary digest via Resend.

• Share of Model Visualization — New ring chart showing how your brand compares to competitors across AI platforms.
• Query Traffic Estimator — See estimated monthly AI search volume for your tracked keywords.
• Market-Weighted Scoring — Visibility scores now weighted by platform market share (Google AI 60%, ChatGPT 25%, Perplexity 10%, Claude 5%).
• Dark Mode Support — Full dark mode across the entire dashboard with automatic system preference detection.
• Mobile Responsiveness — Dashboard now fully responsive on tablets and mobile devices.

• Core Audit Pipeline — First working version of the multi-platform brand audit. Queries AI platforms and parses responses for mentions, accuracy, and sentiment.
• Authentication — Email/password and Google OAuth via Supabase Auth.
• Onboarding Flow — 3-step wizard: enter domain, add keywords, run first audit in under 5 minutes.
• Score Calculation — Weighted scoring: Mention Rate (40%), Accuracy Rate (30%), Sentiment Score (15%), Citation Rate (15%).
• Brand Settings — Configure brand name, domain, description, and comparison data for accuracy checking.