Attribution architecture
Conversion events, source rules, CRM fields, ad platform signals, and reporting definitions are mapped before optimization depends on them.
Marketing Engineering / Attribution + Automation
Marketing engineering for cleaner data, faster workflows, and a stronger operating stack.
GRND Control builds the engineering layer behind AI-era growth: GTM and GA4 event contracts, server-side tagging, CRM and form routing, automated reporting, workflow automation, QA, and owner handoff.
Engineering operating model
Strategy, production, tracking, QA, ownership.
expert review
01
Signal
02
Workflow
03
QA
04
Handoff
The output is not a loose recommendation. It is a working model with inputs, event definitions, approval logic, quality checks, reporting, and a clear owner.
Automated reporting
Server-side tracking
Marketing attribution
Expertise
Built like a product team, delivered like a growth partner.
This is where agency work becomes product work: measurable, monitored, documented, and owned.
Server-side tracking
GTM, GA4, Meta CAPI, enhanced conversions, deduplication, consent, and event routing are designed as one testable measurement path.
Marketing automation
Agents, tools, tasks, approvals, Slack threads, client context, deliverables, and reporting move through a coordinated workflow.
Operating model
How the work becomes a repeatable, measurable system.
01
Map the measurement workflow: inputs, owner, event contract, destination platforms, review gate, and escalation path.
02
Build the reusable workflow with scoped context, logging, error handling, and handoff documentation.
03
Connect the attribution layer across GTM, GA4, ad platforms, CRM, forms, and reporting.
04
Monitor quality so the system improves instead of silently drifting.
Use cases
What this looks like in client work.
Automated reporting that turns channel data into weekly insight summaries and owner-ready next actions.
AI SEO and AEO/GEO analysis workflows that score content, identify citation gaps, and prioritize refreshes.
Creative analysis systems that classify variants, compare performance patterns, and shape the next batch.
Marketing attribution architecture across browser events, server-side routing, ad platforms, CRM, and dashboards.
Marketing automation systems inspired by Mission Control: scoped agents, task state, approvals, deliverables, and audit trails.
Engineering