GEO Playbook
Tactical guides for making Shopify catalogs citable by AI assistants — llms.txt, structured feeds, answer-block patterns, retrieval checkpoints.
18 posts
All GEO Playbook posts
Why your Shopify store isn't in ChatGPT
Nine times out of ten a Shopify store is absent from ChatGPT for one of three classes of reason: it isn't being crawled by the right bots, its signals don't survive the retrieval pass, or the narrative on the page isn't shaped like something a model will quote. Here is the 14-point check we run, the thresholds we use, and the 6 fixes that close the gap fastest.
Harry Parker11 minGSC is lying about your traffic
The number-one reason merchants think GEO isn't working is that GSC tells them organic traffic is flat. GSC is not wrong — it's just not measuring what you think it's measuring. Here is what GSC actually counts, where AI-cited visits really land, and the three changes to your channel grouping that recover 62% of the attribution loss.
Harry Parker9 minThe 90-day GEO onboarding blueprint
Most merchants treat GEO as a week-long schema fix. The ones that move citation share run a 90-day program: Audit → Fix → Amplify, with weekly rituals and hard checkpoints. Here is the exact blueprint, what ships in each phase, and the median numbers to hit at Day 30, 60, and 90.
Harry Parker12 minThe weekly AI-citation measurement playbook
GEO without measurement is a vibe. This post is the exact weekly measurement stack we run with Shopify merchants — what prompts to use, which engines to check, how to parse server logs, and the four KPIs on the Monday-morning Slack scorecard.
Surfient Research11 minllms.txt for Shopify — the 20-minute setup
Publishing an llms.txt is the single highest-leverage thing a Shopify merchant can do to become citable by AI assistants this quarter. Here is the exact template, the Shopify hosting workaround, and what changes once GPTBot starts fetching it.
Harry Parker7 minGEO budget allocation framework for Shopify
The fastest way to waste a GEO budget is to dump it on schema. Here's the four-lane split we see outperform — Schema, Content, Measurement, External — broken down by store size, plus the two misallocations that keep citation share plateaued regardless of spend.
Harry Parker11 minWhy GEO beats SEO for Shopify merchants in 2026
Organic traffic to Shopify stores has been flat for 18 months while ChatGPT, Perplexity, and Google AI Overviews quietly absorb the top of the funnel. Here is what GEO actually is, why it replaces SEO for commerce, and how to start this quarter.
Harry Parker9 minWhat most SEO agencies still miss about GEO
The label on the deck slide says GEO. The services underneath are the same keyword-research, backlink-outreach, Google-ranking-report stack that didn't move AI citations for the 7-out-of-11 stores we tracked. Here's what a measurement-grounded GEO program actually ships — and the ten questions that separate it from a rebrand.
Harry Parker10 minllms-full.txt — the file that lifts citations 30%
Ship llms.txt and you've given agents a map. Ship llms-full.txt and you've given them the book. This is the template, the serving notes, and the measured lift.
Surfient Team8 minAnatomy of an AI-cited product page
A section-by-section teardown of the Shopify PDP structure that earns citations from all four major AI assistants. The pattern is more specific — and more copyable — than most merchants expect.
Surfient Team10 minAffiliate sites steal 28% of brand AI citations
Wirecutter, NYMag Strategist, and BuzzFeed Reviews capture 28% of brand-specific AI citations that should go to the brand being searched. The four-lever playbook that moves brand citation share from 43% to 67% in 12 weeks.
Harry Parker11 minInternational GEO: multi-locale on Shopify
One Shopify brand, five locales, five different GEO strategies. The URL architecture, hreflang rules, and per-locale tactics that earned a $34M DTC 7,347 AI citations across US/UK/DE/FR/JP in Q1 2026.
Harry Parker12 minDTC GEO tactics that actually work — Q1 2026
Seven DTC GEO tactics ranked by citation-share lift per dollar, measured across 47 Shopify brands in Q1 2026. The top four combined deliver +34-53 points in 12 weeks at $48k. Full 90-day rollout included.
Harry Parker12 minHow to read your GEO score: 4 sub-score patterns
A composite GEO score on its own is almost useless. The shape of its four sub-scores — visibility, schema, citations, freshness — is where the diagnosis lives. Here are the four common patterns and the specific remediation for each.
Harry Parker10 minThe GEO hiring rubric: 5 competencies
Most GEO hires fail because teams interview for “SEO-adjacent vibes” and skip the five competencies that actually predict success: schema fluency, retrieval mental model, measurement discipline, content intuition, and Shopify surface area. Here’s the weighted rubric and the five-stage interview loop we use at Surfient.
Harry Parker11 min“GEO audits” are 90% theatre
We reviewed 42 GEO audit PDFs in the last six months. 39 were traditional SEO audits wearing a new jacket — comprehensive-looking, screenshot-heavy, and completely disconnected from how AI retrieval actually works. Here’s the six-dimension scorecard to grade any audit in under 20 minutes before you pay for it.
Harry Parker10 minThe prompt library that replaces your keyword list
Keyword lists are four columns of metadata optimised for single-turn typed SERPs. AI retrieval is multi-turn, multi-engine, and corroboration-weighted — the replacement artefact is a 7-column prompt library with a weekly discovery/sampling/measurement/response cycle. Here’s the schema, the lifecycle, and the failure modes to watch.
Harry Parker11 minThe Black Friday GEO playbook for Shopify
Black Friday is a prompt-volume event, not a discount event. Retrievers lock their citation candidates 48 hours before BF Tuesday and hold them through the peak. This is the week-by-week BF GEO playbook: ship schema early, corroborate mid-month, freeze at T-48, monitor through the peak, unfreeze December 1. Every schema tweak inside the lock window is a net-negative risk.
Harry Parker11 min