Guides
What AI Overviews Need That Classic SEO Pages Skip
AI Overviews cite pages differently from classic rankings. This guide shows what changes in answer placement, extractability, fan-out coverage, and measurement.
AEO / GEO / LLMO operations
The Mention
Technical notes on AI citations, content systems, and the publishing pipeline. Every post here was written by asking for it — a sentence to an agent, researched, illustrated and published by the same pipeline you would be buying.
How-to
How to Turn Support FAQs Into Pages ChatGPT Will Quote
Rewrite solved support tickets as self-contained Q&A pairs, then lead each answer with a short quotable response. The article shows how to choose questions, set answer length, and refresh FAQs monthly.
Guides
When Programmatic SEO Helps AI Citations — and When It Hurts
Programmatic pages do not earn citations by being templated. The audit here shows which page features helped, which ones barely moved the needle, and when to use a template versus a hand-written page.
Comparisons
What Claude and Gemini Actually Quote From B2B Blogs
Claude and Gemini rarely cite the same B2B sources. This article shows which formats, source types, and trust signals each engine favors in practice.
Guides
How to Measure AI Citations Without a $10k Tracker
Build a no-budget AI citation baseline with a browser, a spreadsheet, and fixed prompts. The article shows how to separate mentions, citations, and invalid runs so your numbers stay honest.
Guides
What to Publish When ChatGPT Names a Competitor Instead
If ChatGPT names a competitor, the problem is usually structural: citation, association, or retrieval. This guide shows how to diagnose the gap and match it to the right page type.
How-to
How Agencies Run AEO Across Multiple Client Sites
Run AEO for agencies as a fixed operating system, not a one-off audit. The article covers prompt inventories, crawler checks, entity isolation, reporting, and recurring re-measurement across client accounts.
Guides
What Is an MCP Server, and Why Does Your Marketing Stack Need One
An MCP server is the program that exposes tools, data resources, and prompts to AI clients through the Model Context Protocol. This guide also breaks down host, client, server roles, API differences, and when MCP is the wrong fit.
How-to
How to Let Your AI Coding Assistant Publish Blog Posts for You
Use MCP to keep planning, drafting, review, and publishing in one session. The safe setup is simple: scoped access, a quota, and a draft-first gate.
Guides
AI Visibility Audit Checklist: 10 Things to Check
A practical checklist for separating site readiness from observed AI answer visibility. Use it to test crawl access, rendering, prompts, and benchmark results.
Comparisons
AEO vs SEO: What B2B SaaS Teams Should Change First
The right order depends on your site’s foundation. If you already rank, the next step is passage-level AEO rewrites that make pages quotable in ChatGPT and AI Overviews.
Guides
Perplexity Citation Checklist for B2B SaaS Pages
A practical checklist for making B2B SaaS pages easier for Perplexity to retrieve, extract, and cite. It covers crawl access, answer structure, freshness, evidence, and comparison fit.
Guides
How to Get Cited in ChatGPT Using Posts You Already Have
Make existing posts more quotable for ChatGPT by fixing crawl access, aligning retrieval fields, and adding a direct answer near the top. The guide shows when to restructure versus rewrite.
Guides
How to Show Up in Google AI Overviews Without Starting Over
The fastest path into Google AI Overviews is improving pages you already rank with, not starting a separate AI strategy. Learn the technical bar, query fit, and passage structure that make pages easier to cite.
Guides
Programmatic SEO templates for SaaS: what to standardize
Standardize the template frame, not the page itself. The article shows where SaaS teams should keep programmatic SEO consistent, what must vary, and when to noindex thin pages.
Comparisons
Top 10 AEO Platforms Compared (2026): Pricing, Features, and What Actually Works
The best AEO platforms in 2026 depend on the job you need done: monitoring, optimization, or attribution. This guide compares pricing, engine coverage, and fit for B2B SaaS teams.
Comparisons
AI Visibility Pricing Showdown: Profound vs Athena vs Brandlight vs Bluefish vs Mentionwell
See how AEO content platform pricing splits across starter, mid-market, and enterprise plans. The key difference is whether the tool tracks only citations or also ships grounded articles.
Guides
AIO Tracker: How to Measure Where AI Engines Mention Your Brand in 2026
An AIO tracker measures answer-body mentions, citations, and competitor placement across AI engines. Use a fixed prompt set and weekly re-checks to see what changes.
Comparisons
AISO Services: What They Actually Do and What to Pay For (2026 Buyer Guide)
Start with diagnostic clarity before signing a retainer. This guide breaks AISO services into audit, optimization, and attribution so you can buy the right layer first.
Comparisons
AEO vs GEO vs LLMO vs AIO vs AISO: The 2026 Acronym Decoder
Decode AEO, GEO, LLMO, AIO, and AISO by surface, metric, and workflow. The article shows why SEO still underpins AI search and where each acronym fits.
Guides
Search Generative Experience (SGE) Complete Guide - 2026
SGE was the experiment; AI Overviews is the production feature. This guide explains the 2023 to 2024 timeline, what generative results include, and where the limits still matter. For content teams, it also translates the shift into AEO, GEO, LLMO, and SEO decisions.
Guides
How to Brief Writers for AEO and GEO: A 7-Part Template
Build a writer brief that gives AEO direct-answer structure and GEO citation signals in one workflow. The template covers fan-out, sources, schema, links, and post-publish checks.
Guides
Programmatic SEO Without Thin Pages: A B2B Playbook
Use a URL-level go/no-go test before you generate anything. The playbook shows how to keep programmatic SEO useful with rich data, unique proof, and review gates.
Guides
How to Refresh Old SEO Posts for AI Citations
Refresh existing posts on the same URL, then update facts, structure, and answer-first passages so AI engines can retrieve and cite them. The guide also covers freshness dates, when to rewrite, and how often to refresh high-value pages.
Playbooks
GEO Content Strategy for B2B SaaS Sites With Old Blogs
Most SaaS teams do not need a full rewrite to win AI citations. The practical move is to triage old URLs, keep the winners, and refactor the pages with the strongest citation potential.
Guides
AI Overviews Citations: Why Your Blog Still Gets Skipped
Google AI Overviews can skip a page even when it ranks well. This guide breaks the failure points into trigger, extraction, verification, and freshness so you can fix the right one first.
Comparisons
Programmatic SEO for glossary terms: when templates fail
Use programmatic SEO only when a glossary term family can support 50 or more pages, has structured data, and gives readers a real answer. Otherwise, keep it editorial.
Guides
How to update glossary pages for AI search citations
Refresh glossary entries as standalone answer passages, then reinforce them with schema, internal links, and a tiered cadence. The result is a page structure answer engines can actually retrieve and quote.
Guides
GEO Content Briefs: What AI Citation-Ready Drafts Need
A GEO content brief is the operating spec that makes a page easier for AI systems to extract, verify, and quote. It also keeps SEO, schema, and QA aligned before drafting starts.
Guides
How do you retrofit old SEO posts for AI Overviews?
A diagnosis-first retrofit keeps URL equity intact while making old posts easier for AI Overviews to extract and cite. The article shows when to update, rewrite, or delete.