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What actually moves pipeline

Field notes on signal-based GTM, real ICPs, and the funnel analytics behind them — where revenue comes from, and where it leaks.

Ideal Customer Profile Framework for B2B SaaS: The ICP-to-Revenue Journey
B2B SaaS Growth

Ideal Customer Profile Framework for B2B SaaS: The ICP-to-Revenue Journey

An ideal customer profile framework for B2B SaaS that reverses customer journey analysis — start from Closed Won deals, derive your ICP from real revenue, then connect HubSpot and GA4 backward to find the patterns that produce revenue.

May 27, 2026 · 15 min read
Why Connecting Claude to HubSpot and GA4 Gives Wrong Revenue Answers and How Context Engineering Fixes It
AI & Revenue Analytics

Why Connecting Claude to HubSpot and GA4 Gives Wrong Revenue Answers and How Context Engineering Fixes It

Connecting Claude to HubSpot and GA4 takes ten minutes. Getting accurate revenue answers takes context engineering, the layer that tells the agent what your data actually means.

May 18, 2026 · 15 min read
Revenue Reports Don't Lead to Decisions - How I Use SPICED to Fix That
B2B SaaS Growth

Revenue Reports Don't Lead to Decisions - How I Use SPICED to Fix That

Revenue reports show what happened, but rarely explain what to fix or what it costs. Here's how I use SPICED with GA4 and HubSpot data to turn funnel metrics into revenue decisions for B2B SaaS.

May 12, 2026 · 9 min read
Funnel Analytics for B2B SaaS Founders Tired of Dashboards That Don't Agree
B2B SaaS Growth

Funnel Analytics for B2B SaaS Founders Tired of Dashboards That Don't Agree

Funnel analytics in B2B SaaS often fails not because dashboards are wrong, but because the patterns that move revenue live in the space between them. Here's what AI changes, and what it can't.

May 4, 2026 · 13 min read
B2B SaaS Funnel Self-Check: 5 Questions to Find Revenue Leaks
B2B SaaS Growth

B2B SaaS Funnel Self-Check: 5 Questions to Find Revenue Leaks

A practical B2B SaaS funnel self-check using 5 questions across web analytics and CRM data. Identify conversion gaps, funnel drop-offs, and where revenue is lost.

April 22, 2026 · 12 min read
HEART Framework: How to Measure Product Success with Goals, Signals, and Metrics
UX & Product Analytics

HEART Framework: How to Measure Product Success with Goals, Signals, and Metrics

Learn how the HEART framework helps you measure product success, choose the right UX metrics, and connect insights directly to revenue.

April 13, 2026 · 8 min read
B2B SaaS Funnel Conversion Benchmarks: Why Good Metrics Don't Drive Revenue
B2B SaaS Growth

B2B SaaS Funnel Conversion Benchmarks: Why Good Metrics Don't Drive Revenue

B2B SaaS Funnel Conversion Benchmarks explained: why strong conversion rates can still hide failing channels, weak cohorts, and early churn signals.

April 7, 2026 · 10 min read
B2B SaaS Sales Funnel: Why Leads Aren't Turning Into Revenue
B2B SaaS Growth

B2B SaaS Sales Funnel: Why Leads Aren't Turning Into Revenue

B2B SaaS sales funnel analysis: identify where leads drop off, why revenue stalls, and what to fix across acquisition, conversion, and retention.

April 1, 2026 · 9 min read
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