DataWorks
B2B Marketing Data, Attribution & Analytics
Without visibility, you're flying blind. Without correlation, you're guessing.
Most marketing teams are rich in dashboards and poor in answers. DataWorks covers attribution, measurement infrastructure, and the intelligence layer that makes every other marketing investment legible.
Without visibility you are flying blind; without correlation you are guessing — this section is about replacing both with evidence.
ChatGPT self-serve ads: the measurement-first pilot to run
OpenAI’s May 2026 self-serve ChatGPT Ads Manager adds CPC and conversion tracking—here’s a measurement-first pilot to test incremental pipeline safely.
Task Assistant makes GA4 hygiene harder to ignore
GA4’s new Task Assistant turns analytics hygiene into a guided weekly checklist so B2B teams can reduce underreporting and trust attribution signals.
Too many campaigns, not enough journey: the program proliferation tax
Program sprawl fragments CX and caps growth; learn a practical orchestration workflow to consolidate campaigns into one journey per segment with clear metrics.
ChatGPT ads are here. Most teams should start with AEO
ChatGPT ads are in beta with high costs and limited measurement; this piece shows a practical AEO test loop to capture AI-driven demand in 2026.
Your AI visibility tracker is polluting your data
AI visibility trackers can pollute logs and skew attribution; this practical test measures the tracker’s noise floor so strategy follows real demand.
Zefr’s Zain turns YouTube buying into a single workflow
Zefr’s Zain uses MCP and AdCP to translate plain-English intent into YouTube campaigns, aiming to reduce fragmented workflows and suitability drag.
Google AI Max adds AI Brief and text disclaimers: control without killing automation
Google AI Max’s 2026 AI Brief and text disclaimers add guardrails for messaging and compliance while keeping automation and Final URL Expansion in play.
Do AI Mode ads drive conversions or just awareness?
AI Mode ads can drive conversions, but only incrementality tests with CRM validation can prove whether they add pipeline or just shift attribution.
Pain-led GTM when buyers avoid sellers: the one experiment
A practical pain-led GTM experiment to turn buyer signals into buying-group messaging, improve qualified pipeline, and reduce stalls in 2026.