Blog category
How-to guides.
Step-by-step notes for measuring marketing work with AI.
What these notes cover
Measure one piece of work at a time.
Most of these guides answer a narrow question, such as what one webinar produced or which posts to retire this quarter, so the method is easy to repeat on your own data.
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Trace pipeline to one asset.
The attribution guides follow a single email sequence, case study or webinar through to the deals it influenced.
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Pick a window that fits.
The attribution window guide matches a thirty, ninety or one hundred eighty day window to each workflow instead of one default for everything.
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Report in terms finance accepts.
The CFO presentation guide reduces a quarter of AI marketing work to four slides and three numbers a finance lead can check.
Articles
How-To Guides: 14 notes, newest first.
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Nov 1, 2026
What AI Agent Meta Descriptions Get Wrong
The question is not whether an agent can draft a decent tag, it is what happens when a wrong one ships to five hundred pages unread.
- 9 min read
- How-To Guides
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Oct 31, 2026
How to A/B Test an AI Agent's Script
The question is not whether a new script beat the old one, it is whether the test that said so would still say so on a different day.
- 9 min read
- How-To Guides
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Oct 30, 2026
AI Agent Rollback: How to Undo a Bad Change
The question is not whether you can undo a bad agent change, it is whether you can undo what it already did before you caught it.
- 9 min read
- How-To Guides
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Jun 17, 2026 · Updated Oct 8, 2026
Inbound Lead Follow-Up by Email: A 30-Day Play
When a form comes in after hours, the job is getting a text out and a record written without a person watching the inbox.
- 12 min read
- How-To Guides
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Jun 14, 2026 · Updated Oct 5, 2026
The 30-Day AI ROI Build Playbook
If you have a month to show that a build changed something, the job is picking the metric and the baseline before the build starts.
- 13 min read
- How-To Guides
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Jun 10, 2026 · Updated Aug 21, 2026
AI Productivity vs ROI: Why Hours Saved Is Not a Business Metric
If the report says the team saved hours and the pipeline did not move, the question is what would have to change for those hours to count.
- 12 min read
- How-To Guides
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May 28, 2026 · Updated Aug 20, 2026
Map One Marketing Workflow
If you have one sitting, the job is mapping a single path and marking the handoff that is worth fixing first.
- 12 min read
- How-To Guides
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Feb 3, 2026 · Updated Oct 5, 2026
How to Choose an AI Marketing Consultant for One Workflow Gap
If you are hiring help for one workflow, the job is seeing whether they will name the gap or hand you a stack.
- 5 min read
- How-To Guides
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Jan 21, 2026 · Updated Oct 5, 2026
Build an Email Follow-Up System That Moves Revenue
If a buyer goes quiet after the first reply, the job is a follow-up that still has a reason to send.
- 5 min read
- How-To Guides
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Jan 16, 2026 · Updated Jun 26, 2026
Google AI Overviews and SEO: What Still Works
If an AI overview now sits above the listing, the question is which pages still earn the click and the citation.
- 8 min read
- How-To Guides
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Jan 9, 2026 · Updated Oct 5, 2026
AI Workflow Automation for One Small Business Handoff
If one handoff still waits on the owner, this note is the smallest system that can take that step.
- 9 min read
- How-To Guides
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Jan 8, 2026 · Updated Oct 5, 2026
Conversational AI That Qualifies and Routes Leads
The question is whether the chat can qualify a lead and hand it on, or whether it only answers and stops.
- 3 min read
- How-To Guides
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Jan 8, 2026 · Updated Oct 5, 2026
Automated Outreach That Routes Replies
If the outreach goes out and the replies pile up, the job is routing those replies to someone who can finish them.
- 3 min read
- How-To Guides
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Jan 6, 2026 · Updated Jun 26, 2026
Landing Page Form Automation: Capture the Next Action
If the form takes a name and then nothing starts, the job is the next action that should follow on its own.
- 4 min read
- How-To Guides
Questions answered
How-To Guides questions.
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Can we measure what one blog post produced?
Tag every visit with its source, carry that tag into the CRM when a form is filled, and add up the pipeline on deals that touched the post. The per-post pipeline guide shows the calculation.
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Which blog posts should we retire?
The ones that no longer earn visits, links or leads, judged on a fixed quarterly review rather than by feel. The content cull guide walks through that review.
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Why do AI productivity gains not show up in revenue?
Saved hours rarely turn into sales on their own. The mismatch guide shows how to connect a time saving to a business result, or admit it was only a convenience.
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Next step
Get the measurement working on your own data.
A free plan starts by checking whether your tracking can already answer these questions, then names the first gap to close.