Notes on the
answer engine.
Methodology, strategy, raw data. New thinking from the team building Truffle.
AI Search Traffic: Where It Comes From and How to Measure It
AI search traffic is real but hard to see. Learn where traffic from AI search comes from, why GA4 under-reports it, and how to measure and capture more.
AI SEO Software in 2026: The Categories, What Each Does, and What to Look For
A buyer's guide to AI SEO software in 2026: the two categories people mean, what each does, and what to look for before you pay for an AI SEO platform.
LLM Visibility Tool: What It Actually Measures (2026 Buyer's Guide)
A practical guide to what an LLM visibility tool measures, and how to tell a real LLM visibility tracker from a dashboard of vanity metrics.
Peec.ai vs Truffle: An honest comparison (2026)
We ran the same brand through Peec.ai and Truffle for 30 days: same competitors, different tools. Real screenshots, real numbers, honest verdict — including where Peec wins.
AI Visibility Index — Cross-Vertical Benchmark Table From 4 Real Client Brands Inside Truffle
AI Visibility Index benchmark table from 4 real anonymized client brands tracked inside Truffle. Index range 21.9 → 57.3. Compact per-brand profiles + KPI table. Screenshots included.
AI Citation Analysis — What Segment-Level Gaps Look Like Inside Truffle (2 Brands, 2 Verticals, 90 Days)
AI citation analysis on 2 anonymized brands showing the same segment-gap pattern: extreme niche dominance (~99%) coexisting with critical invisibility in adjacent segments. Screenshots included.
Perplexity vs ChatGPT — A 2-Brand Deep-Dive Into Per-Engine Divergence Inside Our AI Visibility Platform
2 anonymized client brands tracked 90 days inside Truffle both surface explicit Perplexity findings — but in opposite directions. Screenshots from the platform included.
ChatGPT Visibility Checker — The 2026 Operator's Guide to Measuring Your Brand Inside ChatGPT
ChatGPT visibility checker: how a serious AI visibility check works — multi-engine polling, 4 operator KPIs (mention, citation, position, share of voice) and the 15-minute setup workflow.
What Is the AI Visibility Index? — The 2026 Composite Score That Measures Your Presence Inside Generative Answers
AI Visibility Index explained: the 0-100 composite score aggregating mention rate, citation rate, position and share of voice across ChatGPT, Claude, Gemini, Perplexity, Grok and AI Overviews.
How Does Profound Work? — The 2026 Buyer's Breakdown (and Where Truffle Fits Differently)
How does Profound work: the 2026 buyer's breakdown of Profound's $96M Series C platform, where it fits (Fortune 500 behavioral research) and where Truffle is a better mid-market fit.
AI Brand Mentions in 2026 — The Operator's Guide to Measuring, Increasing, and Defending Your Presence
AI brand mentions: the 2026 operator's guide to tracking, increasing and defending brand presence inside generative AI answers — verified data (Ahrefs 75K-brand study, 5W citation index).
AI Citation Tracking — The 2026 Buyer's Guide to Tools, Platforms and Workflows
AI citation tracking buyer's guide 2026: 22+ evaluable platforms, pricing tiers from $29 to enterprise custom, Profound $96M Series C context, and the 8-capability evaluation framework.
How to Get Your Brand Cited in ChatGPT Answers — The 2026 Operator's Playbook
Get cited in ChatGPT: 6-pillar playbook for ChatGPT brand citation in 2026, with verified source weighting (Wikipedia 47.9%, Reddit 40%, YouTube 0.737 correlation) and the operator workflow.
The 2026 AEO Playbook — Optimize for Featured Snippets, Voice, AI Overviews and Chat
Answer Engine Optimization: the 2026 operator's playbook for featured snippets, voice, AI Overviews and ChatGPT — with verified citation lift data (28-30% FAQ schema, 76.4% freshness).
GEO vs SEO in 2026 — What Changes, What Stays the Same (and Where AEO Fits)
GEO vs SEO: the operator-grade comparison of generative engine optimization vs classical SEO, with verified conversion data (14.2% AI-referred vs 2.8% organic) and where AEO fits.
AI Overviews Explained — How to Be Cited Inside Google's Answer Box in 2026
Google AI Overviews: how the synthesis layer picks sources, the schema and content patterns that earn citations, and the verified benchmarks behind a defensible AIO strategy in 2026.
The Definitive Guide to Generative Engine Optimization (GEO) in 2026
Generative Engine Optimization (GEO) explained: 6-pillar framework, real Ahrefs data, and the workflow to be cited inside ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.
How AI assistants pick which sources to cite
A teardown of why ChatGPT names some brands and ignores others, and what that means for content strategy in 2026.
The Visibility Index, explained
How we weigh five LLMs into one number, why we exclude informational prompts, and what a good score looks like in your industry.
What to track in your first week of AI visibility
Three personas, twenty prompts, two competitors. The smallest setup that produces actionable insight after seven days.
