

GEO vs SEO vs AEO: What Actually Changed
GEO, SEO, and AEO explained: what each term means, what actually changed with AI search, and the one durable advantage that holds across all three.
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Generative Engine Optimization Software: 2026 Vendor Comparison Report
The top-ranked generative engine optimization tool isn't the one with the strongest foundation. We scored 8 AI visibility platforms on 62 requirements.
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The Agent We Stopped Using: What Context Engineering Actually Looks Like
In two years of building an AI-native company I've built exactly one autonomous agent — and we stopped using it after three weeks. What replaced it, and the gap it exposed, says more about where AI leverage actually lives.
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Original research and industry benchmarks
GEO vs SEO vs AEO: What Actually Changed
GEO, SEO, and AEO explained: what each term means, what actually changed with AI search, and the one durable advantage that holds across all three.
Generative Engine Optimization Software: 2026 Vendor Comparison Report
The top-ranked generative engine optimization tool isn't the one with the strongest foundation. We scored 8 AI visibility platforms on 62 requirements.
The Best MCP Tools for Startups: 14 GTM Platforms, Scored
A vendor-neutral scoring of the best MCP tools for startups — 14 GTM platforms rated on MCP maturity and startup fit. HubSpot ranks #1. Free dataset included.
Customer Testimonial Software: 2026 Vendor Comparison Report
Most testimonial tools just collect quotes; few capture them on video and publish fast. We rate Senja, Boast, Testimonial Hero and 4 more for 2026.
Win-Loss Analysis Software: 2026 Vendor Comparison Report
We scored 6 win-loss analysis platforms across 70 requirements. Klue leads (6.0/10); Clozd is the research-grade pick. See the best tool for your team and use case.
Customer Community Platform: 2026 Vendor Comparison Report
Circle, Bettermode, Higher Logic Vanilla, Salesforce Experience Cloud — 7 customer community platforms compared head-to-head on AI moderation, education workflows, and the gap between a support forum and a real customer destination.
Customer Reference Software: 2026 Vendor Comparison Report
When a prospect asks to talk to a customer, which tool delivers fastest? We rank Deeto, Influitive, Point of Reference and 4 more reference platforms for 2026.
Customer Advocacy Software: 2026 Vendor Comparison Report
Influitive leads on advocacy fundamentals; UserEvidence wins on evidence generation. Our 2026 scorecard of 7 customer advocacy platforms shows where each fits.
Voice of the Customer Software: 2026 Vendor Comparison Report
Can your voice-of-customer platform turn feedback into decisions, not just dashboards? We score CustomerGauge, Chattermill, AskNicely and 5 more for 2026.
Top B2B Social Proof Strategies: A Deep Dive Report
Analysis of 58 fastest-growing SaaS companies reveals how top performers leverage case studies, video testimonials, and social proof to drive conversions.
The 2026 State of Customer Advocacy Technology
A market map of 50+ referral, review, and reference tools — how the customer advocacy tech stack actually fits together heading into 2026.
Measurable ROI of Customer Advocacy Programs
A 2025-2026 strategic analysis of the measurable ROI of customer advocacy programs for B2B SaaS and enterprise tech, covering acquisition efficiency, retention economics, and operational savings.
Templates & Playbooks
Ready-to-use resources for your team
A GEO Playbook for B2B SaaS Startups
For a sub-$10M-ARR B2B SaaS company, GEO is often a faster path to visibility than traditional SEO. The play is fewer, sharper, proof-backed pages — not content volume.
View PlaybookPartner Proof Playbook
A restaurant tech example of the co-branded customer proof playbook — how Spendgo went from invisible to acquired by Olo in 12 months using verified customer interviews as a partnership strategy.
View PlaybookAI Case Study Generator
Free AI case study generator for B2B teams. Three-step prompt kit: write a draft from a transcript, audit it, and design into branded HTML. Claude or ChatGPT.
View Free ToolLatest Posts
Tactical insights and how-to guides
The Agent We Stopped Using: What Context Engineering Actually Looks Like
In two years of building an AI-native company I've built exactly one autonomous agent — and we stopped using it after three weeks. What replaced it, and the gap it exposed, says more about where AI leverage actually lives.
Read PostOut-Prove, Don't Outspend: A B2B Startup Marketing Strategy for Founder-Led Teams
Well-funded competitors buy reach. Founder-led startups can't — but reach was never what closed a skeptical B2B buyer. Credibility was, and it's the one advantage you can build without a budget.
Read PostDo You Still Need Semrush?
MCP just split your SEO suite into two products: a reporting interface Claude now gives you for free, and a proprietary dataset you can't replicate. Here's the framework for deciding what the subscription is actually worth — from a founder who still pays for one.
Read PostWhy AI Engines Cite Anything at All
Users click a source inside an AI answer about 1% of the time. So why do engines cite at all? Because some claims can't stand on the engine's word alone — and understanding that incentive changes how you write, and how far you trust your own dashboards.
Read PostHow to Rank in ChatGPT and Perplexity (You Don't — You Get Cited)
You don't rank in ChatGPT and Perplexity the way you rank in Google — you get cited. Here's what each engine favors, the universal moves, and how to actually measure whether it's working.
Read PostThe AI Search Content Checklist: 10 Steps to Get Cited by AI Engines
A 10-step checklist for making content citable by AI engines like ChatGPT, Perplexity, and Google AI Overviews — structured answers, fact density, verified proof, and schema.
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