Build an AI Keyword Research Tool: One Word to SEO Roadmap
A practical architecture for turning one niche into vetted keywords, SERP-based decisions, topic clusters, content briefs, and an internal-link map with Agent A and Ahrefs data.
Every case study, system breakdown, and field note, newest first and filterable by topic. No theory, no demos. Only systems that run in production and what it took to get them there.
This is the complete archive: all 819 posts across 65 topics, newest first, filterable by category. It holds the case studies, the model and tool comparisons, and the field notes from systems I built and run. For the curated view, where the writing sits alongside the free Claude Code skills, start at the Library instead.
The archive leans in four directions: AI Search Visibility (139), AI Agent Architecture (73), AI News (48), and AI Business Ideas (46). Those four account for most of what I publish, because they are where most of the client questions land.
Three places to start. The AI search visibility guide is the hub for the largest cluster and links out to every spoke in it. Grok Imagine vs Midjourney is the image model comparison, rebuilt against live leaderboard data rather than left to go stale. OutreachIQ is the longest running system breakdown here, from first prototype through to a public repo.
A practical architecture for turning one niche into vetted keywords, SERP-based decisions, topic clusters, content briefs, and an internal-link map with Agent A and Ahrefs data.
Crawl access, index eligibility, citations, mentions, referrals, branded demand, and conversions answer different questions. Use this diagnostic metric model.
Cloudflare now lets site owners separate Search, Agent, and Training traffic. Here is how a small brand should use that split without accidentally cutting off discovery.
AI visibility is no longer only a rankings question. Here is the weekly operating system small brands can use to track citations, branded demand, proof pages, and assisted conversions.
AI agents are hitting websites in larger volumes, but many businesses still cannot tell whether that traffic helps discovery, extracts value, or impersonates trusted names.
As AI agents move from retrieving information to acting on a user's behalf, identity, accountability, and trust become part of the discovery infrastructure.
The Stack Overflow rebrand for the AI era points at a broader shift: in an answer-engine world, human-validated knowledge becomes part of a brand's strategic asset base.
Google and Bing now expose first-party AI visibility data, but they do not measure the same thing. Here is how to read the conflict without over-trusting either platform.
A practical digital PR operating system for reactive commentary, proactive data campaigns, journalist research, responsible outreach, survey methodology, measurement, and AI-assisted work with human judgment.
The useful question is no longer whether AI bots exist. It is which ones create discovery value, which ones help users act, and which ones mostly extract value from your site.
AI visibility is getting more measurable, but snapshots still mislead. Here is a better metric for small brands: a citation volatility map that tracks where citations persist, disappear, and move closer to revenue.
AI-mediated discovery is creating more blind spots between visibility and visits. Here is why traffic can look weaker even while your brand is being surfaced, compared, and remembered.
Google's own AI-search guidance is much less mystical than most SEO chatter. Here is what the docs actually point toward, and what they do not support.
If AI agents increasingly compare, shortlist, and even act on behalf of users, service sites need stronger trust, clarity, and proof layers. Here is what that changes.
Bing's June 2026 AI visibility upgrades made citation tracking much more concrete. Here is why Citation Share matters even if Bing is not your main lead channel.
A clean homepage is not enough for AI-mediated discovery. Here is how to think in proof packs: linked sets of service, system, founder, and third-party evidence that help AI systems trust your brand claims.
If AI citations move more often than most brands expect, your service pages need a maintenance rhythm rather than one big optimization sprint. Here is how I would structure it.
AI search visibility is becoming measurable, but the useful business question is still ROI. Here is how I would separate vanity visibility from the signals that actually move revenue.
Google Search Console and Bing Webmaster Tools now offer first-party AI visibility reporting. Here is what each one can tell you, what they still miss, and what a small brand should actually measure.
An integrity graph is the layer that connects your brand facts, services, proof, and entity relationships into something AI systems can understand without guessing. Here is why that now matters for AI search visibility.
AI search often expands one query into many sub-queries before it decides what to cite. Here is how to plan a service page around query fan-out instead of only one keyword.
A practical Claude Code workflow for installing the open-source Claude SEO plugin, connecting Search Console, adding brand context, auditing a site, implementing fixes, and validating structured data.
Google's Preferred Sources and Highly Cited signals push in the same direction: the brands that win will be the ones worth citing first, not the ones publishing the most generic content.
ChatGPT and Google AI Overviews do not seem to use the same third-party sources in the same way. Here is why your proof strategy should reflect that difference.
Every post here is about a system that actually shipped. Book a free call and let's talk about what could ship for you.
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