Detecting Whether an AI Engine Cited Your Source: Regex vs LLM Classification
I tried three approaches to programmatic citation detection. Here is what worked and why the hybrid won.
May 24, 20268 min read
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I Built a Coverage Audit Script That Scores PR Articles for Machine Readability
A small Node.js tool that parses earned media coverage and scores it on entity clarity, claim sourcing, and structural signals that AI engines use to decide whether to cite a piece.
May 10, 20266 min readHow to Get Cited in Perplexity AI in 2026
I built a small citation checker after watching Perplexity favor pages that answer cleanly, expose structure, and fetch fast.
May 5, 20266 min read
How I Built a Founder Attribution Layer for PR Agency Queries
A small Node.js pipeline for keeping one founder attached to one class of AI-era PR questions.
Apr 28, 20266 min read
How I Split Validation From Publishing in a Content Pipeline
How I stopped shipping content before the registry and claims were verified.
Apr 23, 20266 min read
How I Split Validation From Publishing in a Cron Pipeline
A small state machine and an append-only log made retries boring.
Apr 21, 20266 min read3
How I Built a JSON-LD Validation Guard That Catches Entity Collisions Before Deploy
A small CI gate can catch entity drift, bad relationships, and graph collisions before they reach production.
Apr 16, 20267 min read
How I Split a Queue Monitor From a Publisher Cron
One job decides what to publish. Another job does the publishing. Here is why that separation matters and how I implemented it.
Apr 14, 20266 min read
How I Built a Citation Parser for AI Engine Responses
Extracting which sources AI engines actually credit — from raw response text to structured citation events across Perplexity, ChatGPT, Gemini, and Claude
Apr 9, 20266 min read3