Resources
Practical guides on GA4, AI analytics with Claude and ChatGPT, MCP, and conversion rate optimization.
DiagnosticsAdd-to-Cart Rate Benchmarks (2026): Your Number Is 4.6% and 9.8%, and Both Are Right
Add-to-cart rate benchmarks for 2026 by sub-vertical, in both denominators: per session and per product view. Why the published figures disagree by 2x, and the reach rate that converts one into the other.
ComparisonSupermetrics Alternatives in 2026: An Honest Side-by-Side
A useful comparison of Supermetrics alternatives in 2026 — Coupler.io, Windsor.ai, Porter Metrics, Improvado, ConvRadar. The real invoice arithmetic, and no fake winners.
DiagnosticsWhy Your ChatGPT MCP Connector Goes Quiet (and When It's Actually Broken)
ChatGPT MCP feels slow because a single tool call dies at 60 seconds. Ten timed runs against a live analytics connector, what the pauses mean, and the three ways it really fails.
DiagnosticsConversion Rate by Traffic Source (2026): The Channel Bands, and Why 'Paid Beats Organic' Is Usually Branded Traffic
2026 conversion rates by traffic channel split into two bands — search, email, direct and referral near 5%, paid and organic social near 2%. Plus the two ways the numbers lie: mixing sources, and GA4 hiding branded paid search.
DiagnosticsNew vs Returning Visitor Conversion Rate (2026): It's 1.7×, Not the 3–5× Everyone Repeats
New visitors convert about 1.7× lower than returning ones — not the 3–5× the internet keeps repeating. The 2026 benchmark by cohort, why a low blended rate is usually a traffic-mix problem, and how to split it in GA4.
PlaybooksReview Mining: Turn Customer Reviews into Landing Page Copy
Review mining, done right: mine category discussion instead of your own reviews, rank pains by frequency, and gap-check your landing page against them.
DiagnosticsLead-Gen Conversion Rate Benchmarks by Industry (2026): Session-to-Lead, Not the Landing-Page Number
Whole-site session-to-lead conversion benchmarks by industry for 2026 — the real 1–4% bands, why the famous 6.6% landing-page figure isn't your number, and the phone-call half everyone forgets to count.
DiagnosticsEcommerce Conversion Rate Benchmarks (2026): The Bands by Sub-Vertical, Not the 2% Average
US ecommerce conversion rate benchmarks for 2026 as p25/median/p75 bands by sub-vertical — electronics, apparel, beauty, marketplace, subscription — plus how to find where your own number actually lands.
ComparisonGA4 Dashboards vs Asking AI: When You Actually Need Looker Studio
GA4 dashboard vs AI: a dashboard earns its keep for two jobs — monitoring a few numbers and reporting to people who won't log in. For everything else, ask AI.
ComparisonWhich AI Traffic Converts Best? ChatGPT vs Perplexity vs Gemini vs Claude
Which AI traffic converts best — ChatGPT, Perplexity, Gemini, or Claude? The public benchmarks disagree by 10x for the same platform. Here's how to read your own GA4 by source instead.
DiagnosticsFreemium Conversion Rate Benchmarks: the 8% Median Nobody Hits
Freemium conversion rate benchmarks for 2026 — free-to-paid by motion (freemium, free trial, reverse trial, demo), the two-crowd distribution hiding behind the 8% median, payers-per-1,000-visitors arithmetic, and which numbers GA4 can even see.
PlaybooksThe CRO Audit Prompt That Isn't Allowed to Guess
Viral CRO prompts produce confident audits with invented numbers. This is the six-phase conversion audit prompt that reads live GA4 data, verifies causes on the actual page, and shows its arithmetic.
DiagnosticsGA4 Ask Advisor Not Showing? Why It's Missing and What to Do About It
Ask Advisor missing from your GA4? It's an English-only beta on a staggered rollout. How to check each gate, the one thing you can actually fix, and how to get GA4 answers today.
PlaybooksHow to Use Conversion Benchmarks (Without Fooling Yourself)
A conversion benchmark can't grade you — it can only show where you leak. How to pick the right peer set, benchmark each funnel step instead of the finish line, and spot the ways teams misuse the numbers.
DiagnosticsWhy Your GA4 Attribution Is Wrong (and How to Find the Channel Getting Credit It Didn't Earn)
GA4 attribution is wrong more often than you'd think: inflated Direct, self-referrals stealing credit, and the 2026 model changes. How to find which channel got robbed, and fix it.
DiagnosticsCart Abandonment in GA4: Find Where Carts Die (and Why)
GA4 has no cart abandonment report. What it has: two built-in funnels, an honest rate formula, five ways the number lies, and a path from 'which step' to 'why'.
ComparisonCoupler.io Alternatives in 2026: An Honest Side-by-Side
A useful comparison of Coupler.io alternatives in 2026 — Windsor.ai, Supermetrics, Improvado, Two Minute Reports, ConvRadar. Which fits which job, with no fake winners.
PlaybooksGA4 for SaaS: Track Signups, Trials, and Activation (and Where GA4 Stops)
GA4 for SaaS: which signup, trial, and activation metrics GA4 can actually measure, the cross-domain trap that quietly breaks your funnel, and how to pull it all through AI.
PlaybooksFree Conversion Audit: What a Real One Finds (and How to Get Yours)
Most 'free conversion audits' are a sales call in disguise. Here's what a real free conversion audit of your own GA4 actually finds — the funnel drop-off, the lost revenue, the fix — how to get one in 60 seconds, and why we give it away.
DiagnosticsGA4 vs Shopify: Why the Numbers Don't Match (and How to Reconcile Them)
GA4 says one revenue number, Shopify says another, and they're both right. Which direction the gap runs, what size is normal, and a like-for-like reconciliation that lands on the real tracking loss instead of chasing zero.
OverviewIs It Safe to Connect Google Analytics to an AI? What the Connector Sees
Is it safe to connect Google Analytics to ChatGPT or Claude? What a read-only MCP connector can and can't touch, where your GA4 data actually goes, and the risks worth checking.
DiagnosticsSaaS Conversion Rate Benchmarks (and Which Ones You Can Actually Measure)
SaaS conversion rate benchmarks by funnel stage and monetization model — signup, trial-to-paid, freemium, activation, NRR — with the line marking what GA4 can measure and what lives in Stripe.
DiagnosticsWhy Did My GA4 Traffic Drop Suddenly? Real Drop vs Tracking Glitch
GA4 traffic dropped overnight? Half the time GA4 just stopped counting. The visitors never left. How to tell a real drop from a tracking artifact: by shape, by segment, and by one Search Console cross-check.
SetupGoogle Analytics MCP Without a Service Account: Three Paths That Work
Stuck at gcloud auth on the official Google Analytics MCP? What the service account is actually for, the two ways through Google Cloud, and the one path around it.
PlaybooksHow to Run a GA4 Audit with AI (and What It Actually Finds)
Run a GA4 audit with AI in about four minutes: the exact prompt, a real audit output with findings, where AI beats a $3,000 consultant audit, and where it doesn't.
OverviewGA4 AI Assistant (Ask Advisor): What It Can and Can't Do
What GA4's AI assistant (Ask Advisor, Insights, predictive metrics) actually does in 2026, how to use it, and where it stops short of a real decision.
DiagnosticsAI Traffic Not Converting? Check the Landing Page
AI traffic not converting? It usually lands on deep pages built for SEO, not orientation. Find which AI landing pages leak in GA4, then fix it.
SetupHow to Connect GA4 to ChatGPT Without Code (2026 Setup)
Connect Google Analytics (GA4) to ChatGPT with no code. The live MCP setup — enable Developer Mode, add the connector, authorize read-only GA4 — plus what to ask and how it differs from Claude.
PlaybooksHow to Track AI Traffic in GA4 (and Whether It Converts)
Track AI traffic in GA4: find the AI Assistant channel, build a custom channel group for AI referral traffic, and see whether ChatGPT and Perplexity convert.
PlaybooksGA4 Ecommerce Reports with AI: Product Performance, Revenue, and Category Analysis
How to pull GA4 ecommerce reports through AI — product performance, category analysis, AOV shifts, revenue attribution. Real prompts, real workflow, no GA4 UI required.
ComparisonGoogle Analytics MCP vs ConvRadar: Honest Picks by Audience
Google's official Google Analytics MCP server is solid but requires Python, gcloud, and service accounts. Here's who it's actually for, and what the no-code path looks like.
ComparisonWindsor.ai Alternatives in 2026: An Honest Side-by-Side
A useful comparison of Windsor.ai alternatives in 2026 — Coupler.io, Supermetrics, Improvado, ConvRadar. Which fits which job, with no aggression and no fake winners.
ComparisonClaude vs ChatGPT for Analytics: An Honest 2026 Comparison
A practical Claude vs ChatGPT comparison for analytics work — where each one is stronger, what stays the same regardless of which you pick, and how to choose for GA4.
DiagnosticsGA4 Mobile Conversion Rate: Why It's Half of Desktop and How to Fix It
Mobile conversion rate typically runs at half of desktop. Diagnose the real cause in GA4 with AI, then apply the specific fixes that actually move the metric.
MethodologyCRO with AI: A Practical Loop from Diagnose to Verify
A practical loop for conversion rate optimization with AI — diagnose, hypothesize, test, verify. Where AI actually helps, where it doesn't, and the prompts that move work along.
DiagnosticsWhy Did My GA4 Conversion Rate Drop? A 10-Minute AI Diagnostic
A step-by-step diagnostic for a GA4 conversion rate drop using Claude or ChatGPT. Define the drop, find where it concentrates, correlate with what changed — in ten minutes.
PlaybooksGA4 Prompts for Claude and ChatGPT: The Library I Actually Use
A library of GA4 prompts for Claude and ChatGPT — weekly audits, funnel diagnosis, anomalies, mobile, landing pages, channels — with the exact wording and why each one works.
SetupHow to Connect GA4 to Claude Without Code (5-Minute Setup)
Connect GA4 to Claude with no code in five minutes. Step-by-step setup, what you can ask once it's live, and how to use the same connector with ChatGPT and other AI assistants.
OverviewGA4 MCP Server: A Practical Guide to Every Option in 2026
Compare every GA4 MCP server option — Google's official, hosted SaaS like ConvRadar and Coupler.io, plus the BigQuery + LLM path. Pick the one that fits.