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Insights & News

Learn more from members of our team and industry-leading experts.

Guide

Content Orchestration: How SearchFit Turns Data Into Published Articles

Walk through SearchFit's content orchestration layer from AI visibility signal to published article. A step-by-step guide for content ops leaders scaling

KKevinRead more
Guide

Event Data and AEO: Closing the Loop From Citation to Conversion

Connect AI citations to revenue streams with event-driven analytics. Step-by-step playbook for growth leads to measure AEO ROI from ChatGPT, Perplexity

HHermanRead more
Guide

Product Data Meets Content: Feeding the Catalog Into AI Answers

Learn to pipe product catalog data into AI answers. Step-by-step guide for e-commerce & PLG teams to get cited by ChatGPT, Perplexity, Gemini, and more.

KKevinRead more
Guide

Organic + Paid + AI: A Single Source of Truth for Marketing Leaders

Learn how CMOs can blend organic, paid, and AI search data into one defensible measurement layer. Stop siloed reporting and see the full picture of marketing

HHermanRead more
Guide

Bringing Google Ads Data Into Your AEO Strategy

Stop guessing which queries trigger AI citations. Merge Google Ads performance data with answer engine visibility to build an AEO strategy driven by real

HHermanRead more
Guide

The Unified Marketing Data Platform: Why Leaders Are Done With Silos

Marketing leaders are ditching fragmented martech stacks. This step-by-step guide shows you how a unified data platform cuts costs, closes attribution gaps

KKevinRead more
Guide

The Analytics Owner's Checklist for AI Crawler and Citation Tracking

A step-by-step checklist for analytics owners to track AI crawler traffic from ChatGPT, Perplexity, Claude, Gemini, and Google, plus measure citation

HHermanRead more
Guide

One Platform for Ads, Organic, AI, and Product Data: The SearchFit Vision

Unify ads, organic, AI, and product data into a single source of truth. Step-by-step guide for CMOs using SearchFit to track AI visibility across ChatGPT

KKevinRead more
Guide

Repetition, Drift, and Sameness: Engineering Variety Into AI Content

Stop AI content from sounding identical. Guardrails, prompt engineering, and agent workflows that eliminate repetition, drift, and sameness at scale.

KKevinRead more
Guide

The Validator's Verdict: How Our Scorer Chooses Between Model Outputs

Inside SearchFit's scoring methodology: see how validator agents rank AI-generated drafts using factual accuracy, entity coverage, and engine-specific

HHermanRead more
Guide

Voice, Structure, Accuracy: What Actually Separates Good LLM Writers

Learn the specific writing attributes that get cited by ChatGPT, Perplexity, Gemini, and Claude. A practical how-to for SEO teams to build AI-visible content

HHermanRead more
Guide

Hallucination Rates Compared: DeepSeek V4 Pro vs Claude in AEO Writing

Factual-precision data for editorial teams: DeepSeek V4 Pro vs Claude hallucination rates in AEO writing. Step-by-step testing framework, live benchmarks, and

KKevinRead more
Guide

Blind-Test Results: Which Model Writes More Citable Content?

We blind-tested DeepSeek V4 Pro vs. Claude on 50 AEO prompts. See which model produced content that ChatGPT, Perplexity, and Gemini actually cite, and learn how

HHermanRead more
Guide

The Growth Lead's Checklist for AI Search Experiments

Measure what matters: a step-by-step checklist for growth leads running AEO tests. Track AI citations, rank in ChatGPT & Perplexity, and prove ROI with

KKevinRead more
Guide

How We Grade Article Quality: The Rubric Behind the Bake-Off

Explore the 4-pillar rubric we use to grade AI-generated article quality: accuracy, structure, voice, and citability. Step-by-step guide to scoring content for

KKevinRead more
Guide

Why DeepSeek V4 Pro Replaced Claude Haiku as Our Default Writer

When we benchmarked DeepSeek V4 Pro against Claude Haiku 4.5 for AI-first content, the quality gap forced a writer swap. See the scoring framework and roll-out

HHermanRead more
Guide

Inside Our Content Bake-Off: DeepSeek V4 Pro vs Claude on Article Quality

We put DeepSeek V4 Pro and Claude head-to-head on the eight quality dimensions that earn AI citations. Here’s our exact methodology, the scoring rubric, and

KKevinRead more
Guide

1M-Token Context for SEO Research: What Opus 4.8 Unlocks

Claude Opus 4.8 ships with a 1M-token context window, enough to ingest your entire site, competitor content, and AI citation data from six engines. Learn how to

KKevinRead more
Guide

Extended Thinking on Opus 4.8: Better Pillar Content, Fewer Edits

Opus 4.8’s extended thinking cuts pillar content revision cycles. Follow this step-by-step AEO guide to draft and rank across ChatGPT, Perplexity, Gemini, and

HHermanRead more
Guide

The PR Lead's Checklist for Earning AI Citations

PR leaders, you’re losing brand mentions to AI answer engines right now. Here’s the exact checklist to transform earned media into AI-citable authority that

KKevinRead more
Guide

A Marketer's Glossary of 2026 AI Models: Every Model That Matters

Decode the 2026 AI model landscape. See which LLMs power ChatGPT, Perplexity, Gemini, and Claude, and how to optimize for each to win AI citations and traffic.

KKevinRead more
Guide

Gemini, Grok, and Perplexity Sonar: Optimizing for Every Answer Engine

Multi-model guide for SEO teams on tailoring content to Gemini, Grok, and Perplexity Sonar. Learn retrieval patterns, citation triggers, and step-by-step

KKevinRead more
Guide

GPT-5 vs Claude Opus 4.8 for AEO: A Head-to-Head on Real Prompts

Scored comparison of GPT-5 vs Claude Opus 4.8 for answer engine optimization. Real AEO prompts, output quality, and our recommended default writer for AI

HHermanRead more
Guide

Claude Sonnet 4.6 vs Opus 4.8: When Each Wins for SEO Work

Speed or depth? Choose the right Claude model for SEO tasks that rank in AI engines. Step-by-step guide to benchmarking Sonnet 4.6 and Opus 4.8 for audits

KKevinRead more

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