Patrick Schofield

@benwills Are you parsing the post-JS rendered DOM or the raw response only? Super interesting work you’ve been doing.

Just passed 500 million HTML docs parsed with my newest C++ parser, with no errors, running on 5 servers, in less than 24 hours. That's a nice milestone. Will be crossing 1 billion tonight. Really looking forward to all this data and what it can tell us about how ChatGPT rankings are influenced.

#SEOWEEK 2026 IS IN THE BOOKS! Super Early bird tickets to SEO WEEK 2027 are available NOW: seoweek.org/super-early-bi… Do NOT force future you to have FOMO a year from now.

🚨Breaking news from @Microsoft and Bing Webmaster Tools 🚀 Krishna Madhavan has just announced at #SEOWeek by @iPullRank @iPullRankAgency 4 new features that could be a game changer: • Intent - primary user goal • Topic - semantic topic label • Citation share - share of total citations for a grounding query • GEO-focused recommendations All powered by queries registered within the platform, adding a whole new layer of visibility into how users search and interact. A fantastic keynote to kick off SEOWeek 👏

Check out our first article this season on the Red Sox and a brief view and prediction on the series in Minnesota. couchguysports.com/stability-at-l…

@earthworm_don It looked like he was waiting for it tbh

I was kind of hoping #LAKnight would get to run his music back tonight. #WWERaw #RawOnNetflix

@iPullRank Gemini-pro-latest Gemini-flash-latest Enjoy :)

2025 is nearly over, so we can officially say that #seoweek was the best SEO conference of the year. If you weren't there, the video below will give you all the FOMO. If you were in the room, you already know. That energy, the connections—the sizzle reel doesn't lie, it brings you right back. You have a few weeks left on Early Bird pricing to get budget approval for 2026. We're going much bigger and better for next year. Don't wait.

Jack Frost nipping at my nose fn rn

🏆 Big win for the iPullRank team! Our Founder & CEO @iPullRank has been named Search Marketer of the Year in the 2025 @sengineland Awards ~200 entries. Global competition. One winner who makes SEO, GEO & r19g all look easy Congrats, Mike 👏 👉searchengineland.com/search-engine-…

It’s live! The AI Search Manual: The Official Documentation for Relevance Engineering in AI Search The most complete AI and GEO guide yet. Learn the ins and outs of the future of search. Read it now 👇 ipullrank.com/ai-search-manu…

Apple just dropped a killer open-source visualization tool for embeddings — Embedding Atlas — and it’s surprisingly powerful for anyone working with large text+metadata datasets. This reminds me of Nomic's Atlas, but I never got around to using it 😅 We’re talking real-time search, multi-million point rendering, and automatic clustering with labels. One of their showcase examples visualizes ~200K wine reviews using embeddings + metadata like price, country, and tasting notes. And it is lightning fast even on my browser! No separate code needed! It nails what most LLM devs need but often hack together: ✅ UMAP projections ✅ Faceted search across metadata (e.g. “country vs. price”) ✅ Hover + tooltip on raw points ✅ Interactive filters, histograms, and cluster overlays ✅ Cross-linked scatterplot + table views Under the hood: • Fast rendering using WebGPU (with WebGL fallback) • Embedding-based semantic similarity search • Kernel density contours for spotting clusters or outliers You just upload your .jsonl or .csv with text + vector + metadata. It handles the rest: clustering, labeling, UI layout, everything. This feels like the LLM-native version of Tableau — but optimized for text, chat and modern data needs If you’re building RAG evals, search tuning, clustering explainability, or even dataset audits — this could be your new favorite tool.

25 years after Metallica vs. Napster, we’re facing a new battle over creative ownership, this time with AI. Julie Kuenneke draws the line from 2000 to 2025, unpacking what the original fight for artist rights can teach us about the AI era. 🎸 Read it: ipullrank.com/ai-and-25th-an…

Do you know Google has a layout parser product that breaks down your HTML structure? Tried Google's Document AI Layout Parser on 3 different websites to see how they break down HTML structure. Found something wild: one site had 121 navigation blocks before the actual content started. That's a lot of stuff to wade through 😅 Let's see, how many SEOs are online on Sunday, yay! (or should I say GEOs??!!!) A THREAD 🧵 👇 1/n

While I rarely share speaker decks, @iPullRank's preso on AI/SEO has got to be one of the best we've seen 👏👏👏 "The End of SEO As We Know It" Well-annotated + backed by research. Honestly worth sharing with your entire marketing team speakerdeck.com/ipullrank/end-…

@______grok @AnnonPhoto @combatinsight @ScottRoderCSTM @ashtonforbes But if they test it, then they cant keep peddling nonsense.

@AnnonPhoto @combatinsight @ScottRoderCSTM @ashtonforbes Test it yourself: drop the clip in Premiere/Resolve and step frame-by-frame. A real 6 fps ➜ 30 fps up-convert repeats every 5th frame (identical image). The vid has NEW pixel data on every frame—no 1-in-5 pattern

I am officially on record: the footage promoted by @ashtonforbes, associated with the disappearance of MH370 is consistent with the imaging characteristics and operational parameters of the U.S. military’s Gorgon Stare Increment 2 system, integrating ARGUS-IS. Increment 2 As a forensic crime scene reconstruction expert with over two decades of experience in evidentiary standards, I apply the same scrutiny to this footage that I would to any contested visual evidence admitted in court. Through expert consultation, including credible voices in physics, propulsion, and aeronautical imaging, Ashton Forbes has presented sufficient corroborative technical detail—including metadata, frame rate analysis, and flight behavior patterns—to meet the threshold of authenticity to a reasonable degree of scientific certainty. This is not a belief. This is an expert conclusion rooted in methodology. In U.S. courts, both state and federal, that standard is sufficient to admit forensic video evidence as credible and probative. Dismissals by professional skeptics like Mick West—who frequently offer alternative explanations without evidentiary burden—do not disprove the footage. They ignore the cumulative forensic indicators in favor of speculative hand-waving. Until substantive counter-evidence is presented with equal methodological rigor, this footage should be treated as a legitimate leak of military surveillance data. Ashton Forbes has met his burden. The conversation needs to advance.

Worlds smartest mouse call him cheese whiz

🚨EPISODE 175🚨 - #CELTICS AND #RedSox talk - Joe Milton Trade - Little #Patriots Draft Talk youtu.be/_QZIUmAeliM

@SamRobertsSXM @SIRIUSXM That’s okay, thanks anyway!

Smile, it’s Monday. Tune in to #SamRobertsShow on @SIRIUSXM 103!

Something needs to be done about the Yankees new bats. #yankeesbats

Per the man himself: #Patriots plan to release Ja’Whaun Bentley. Former 3-time Captain and pillar of the past few years on defense.