AI acquisition systems
Stacks that combine intent, messaging, and routing to convert demand into lower-CAC pipeline.
This page reframes David Fornelli’s experience as a portfolio of growth systems: integrated stacks designed to improve acquisition efficiency, accelerate pipeline, strengthen monetization, and support acquisition readiness across AI SaaS, AdTech, enterprise software, and eCommerce.
Stacks that combine intent, messaging, and routing to convert demand into lower-CAC pipeline.
Behavioral onboarding, PQL scoring, and retention programs designed to lift trial-to-paid revenue.
CRM, automation, scoring, and attribution systems that make revenue motion measurable and scalable.
Experimentation and content infrastructure that increases discoverability, conversion, and acquisition readiness.
Each card packages the same four ingredients: business context, stack architecture, strategic operating play, and the measurable outcome the system produced.
Enterprise AI language platform serving Fortune 500 marketing teams.
Strategic playArchitected an AI-language demand engine across Salesforce, Pardot, 6Sense, Drift, PathFactory, WordPress, and GA4 to align intent, messaging, and content journeys.
SaaS link management business competing in a crowded MarTech category.
Strategic playBuilt a lifecycle monetization system using HubSpot, Intercom, and GA4 for segment-based messaging, trial activation, and churn mitigation.
AI SaaS / People Ops platform preparing a stronger product-led growth motion.
Strategic playBuilt a PLG signal spine with Segment, Amplitude, HubSpot, Webflow, and Google Analytics to identify high-intent behaviors and route PQLs.
Global AdTech platform supporting Fortune 500 brands and agencies.
Strategic playManaged a $4M annual budget and created a predictive ABM engine with Salesforce, Marketo, WordPress, GA, and Tableau to tighten targeting and nurture precision.
Self-publishing platform for creatives and SMBs with a complex purchase funnel.
Strategic playDesigned the journey like a product experience, pairing Optimizely testing with Tealium, Segment, Visual IQ, Airtable, Tableau, MOZ, SEMrush, DeepCrawl, and GA 360.
Enterprise FinTech software with long consideration cycles and behavior-rich buying signals.
Strategic playRebuilt Eloqua as a programmable behavioral scoring system connected to Salesforce and WordPress, using a 100-point threshold for sales activation.
Top 50 accounting and consulting firm modernizing its marketing operating system.
Strategic playDesigned a ground-up stack integrating Microsoft Dynamics, SharePoint, ClickDimensions, Pardot, and Content Pilot to standardize execution and reporting.
Compliance SaaS company in a regulated category, advised at the board level.
Strategic playShaped GTM through WordPress, technical SEO, and content architecture to turn category positioning into compounding inbound demand.
Commercial solar provider seeking stronger signal quality between marketing and pipeline.
Strategic playConnected Salesforce, Pardot, WordPress, and Google Analytics to create a feedback loop between campaign performance and opportunity quality.
Sports retail eCommerce brand building digital marketing operations from the ground up.
Strategic playBuilt foundational web, CRM, acquisition, and retention systems using Chase eCommerce CMS, Chase CRM, and Google Analytics.
David is a growth marketer and creative director who treats MarTech as revenue infrastructure, not tooling. He has spent 20+ years designing AI-driven, data-powered systems that connect acquisition, product usage, and revenue across SaaS, AdTech, and eCommerce brands.
Behind each case study sits a deep platform bench spanning Salesforce, Marketo, HubSpot, Eloqua, Pardot, and Microsoft Dynamics, alongside stacks like GA/GA4, Segment, Amplitude, Optimizely, and Webflow. The grid is a surface view of a broader playbook organized by brand, channel, and data layer.
“I build growth infrastructure: MarTech systems that convert behavioral data and content into pipeline, monetization, and acquisition readiness.”
CMOs, founders, PE operators, and RevOps leaders who need proof of systems thinking, not just channel execution—especially teams preparing for aggressive growth targets, GTM resets, or acquisition-readiness milestones.