Original Research for AI Search
Plan original research that can be reviewed and cited: define the question, method, sample, limitations, findings, updates, and supporting source material.
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Persona Guides
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Persona Guides
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When To Refresh Content For AI Search Visibility
A practical framework for auditing stale statistics, discontinued tools, and aging case studies before they quietly hurt your content's AI citation rate.
AI Visibility Benchmark Methodology
Most AI-visibility tools report a single percentage that hides how it was calculated; a more honest approach uses stratified query sampling, multiple…
Answer Engine Citation Audit
Run a citation audit that maps important questions to existing answers, evidence gaps, source quality, structured sections, owners, and publish-ready
AI Search Documentation Audit
Audit product documentation for findable facts, stable URLs, direct answers, version context, source links, limitations, owners, and gaps that block
AI Referral Traffic Taxonomy: Separating Observed Clicks From Influence
A practical taxonomy and GA4 implementation guide for separating trackable AI referral clicks from the harder-to-measure influence AI has on visits before they happen.
How To Audit AI Answer Source Attribution Across Platforms
A repeatable method for brand teams to check visibility, accuracy, and sentiment of how AI answer engines cite their content.
B2B Buyer Research in AI Search for Evaluation Teams
Create AI-search content for B2B evaluation teams with problem definitions, trade-offs, proof, implementation detail, source links, and buying-stage
Entity Evidence Pages: Building A Source Of Truth For Key Topics
A practical guide to building entity evidence pages — structured, citation-backed content that establishes topical authority under Google's E-E-A-T standards.
Shopify Profitability Reports
Build Shopify profitability reports that connect revenue to COGS, discounts, returns, shipping, fees, taxes, and contribution margin without hiding
Shopify COGS Data Audit
Shopify's native "Cost per item" field is a useful starting point, but it doesn't automatically capture inbound freight, customs duties, marketplace fees…
Shopify Inventory Demand Planning
Inventory demand planning on Shopify is not a set-it-and-forget-it setting — it's a continuous process that separates merchants who run out of stock at…
Shopify Customer Cohort Profitability
Understanding how groups of shoppers behave over time lets Shopify merchants move from "first-order revenue" to a strategic view of lifetime value, profit…
Shopify Returns Analysis: Protect Margin Without Hurting Customer Experience
A practical guide to measuring Shopify return rates accurately and cutting return costs through better process design, not stricter policies.
Shopify Multi-Currency Reporting: Checkout Rate Vs Settlement Rate
Shopify's multi-currency reports use the checkout rate instead of the settlement rate, hiding conversion fees and margin swings — here's how to reconcile orders and payouts for accurate revenue and margin figures.
Shopify Bundle Profitability
Calculate Shopify bundle profitability by allocating component costs, discounts, shipping, returns, inventory effects, and promotional spend before
Shopify Executive Reporting
Executive dashboards that surface the right Shopify metrics can turn raw sales data into strategic actions, from pricing tweaks to supply‑chain…
Canonical Conflict Audit
Audit canonical conflicts across HTML tags, headers, redirects, sitemaps, internal links, parameters, and Search Console before deciding on a corrective
Search Console Indexing Diagnostics
Triage Search Console indexing issues with a practical order for page status, canonicals, robots, rendering, content quality, links, sitemaps, and fixes.
Content Decay Audit: Refresh, Redirect, or Retire
A practical framework for auditing declining pages and deciding whether to refresh, redirect, or retire them based on relevance, authority, and update effort.
How To Investigate Google Search Console Traffic Changes
A step-by-step framework for diagnosing Search Console traffic drops or spikes — from ruling out Google-side logging glitches to checking indexing, manual actions, and your own recent site changes.
Sitemap Quality Audit
Audit XML sitemaps for status codes, canonicals, noindex pages, redirects, duplicates, lastmod accuracy, ownership, and URLs that should not be submitted.
Internal Link Decay Audit: Find and Fix Broken Content Paths
Find internal-link decay by auditing broken paths, orphan risks, anchor relevance, redirect chains, important-page depth, update workflows, and recurring
Technical SEO Release QA
Run technical SEO release QA across status codes, rendering, metadata, canonicals, schema, links, sitemaps, analytics, rollback, and post-release
