Aug 18, 2026
AI Agent Attribution Feedback Loops in B2B Marketing
64% report AI productivity gains; only 31% link them to pipeline (Salesforce, n=4,450). Close the loop from attribution to agent config.
- 11 min read
- AI Guides
Blog line
Marketing agent notes
Content, SEO and GEO, campaigns, and attribution: the work a marketing agent drafts and reports on. Read these before deciding whether the marketing line is the first build.
Articles
Notes for the marketing line
Each note answers one question a buyer asks before handing this work to an agent. Content plans, drafts, SEO passes, and reports that name the page that produced a lead.
Aug 14, 2026
The Handoff-Loss Problem: Where Attribution Data Dies
Attribution dies at four handoffs: ad-to-form, form-to-CRM, CRM-to-automation, automation-to-BI. 47% blame stack complexity (McKinsey).
- 10 min read
- How-To Guides
Aug 10, 2026
Per-Post Pipeline Calculation: Measuring Influenced ARR
Asset-level attribution lifts content ROI visibility 44% (Forrester). The query, inputs, and credit rules for influenced ARR per post.
- 10 min read
- How-To Guides
Aug 6, 2026
Quarterly Attribution Audit Checklist: What to Check
UTM drift is silent until the board asks. The quarterly audit: capture coverage, CRM model, BI logic, exec summary, four layers.
- 10 min read
- AI Guides
Aug 2, 2026
The Two BI Reports You Actually Need for Per-Post Attribution
Only 24% of teams track content below channel level (Salesforce, n=4,450). Two BI reports get per-post pipeline in an afternoon.
- 11 min read
- AI Guides
Jul 29, 2026
Lead Source Campaign Attribution: Replace the Picklist
The lead-source picklist rots into Other. Four UTM contact properties replace it; the migration path keeps history intact.
- 10 min read
- Attribution
Jul 21, 2026
Session Storage for First-Touch Attribution Persistence
60% of direct traffic is really organic that lost its label (Conductor, 310M visits). A write-once localStorage guard stops the bleed.
- 10 min read
- AI Guides
Jul 20, 2026
AI ROI for Paid Media: The Three-Component Measurement Model
AI-targeted campaigns return 10-25% more on ad spend (Bain, n=~5,000). Split bidding, creative, and audience to see which AI earns it.
- 10 min read
- AI Guides
Jul 17, 2026
Hidden UTM Form Fields: CRM/email platform and Salesforce Setup
Five hidden fields, pre-populate on, and every submission carries its source. The exact CRM/email platform and Salesforce setup, field by field.
- 10 min read
- AI Guides
Jul 12, 2026
Measuring AI Content Marketing ROI: The 3-Metric Model
Standard dashboards miss all three: output efficiency, 90-day distribution lift, pipeline influence per content dollar. The model.
- 10 min read
- AI Guides
Jul 9, 2026
Content Cull Marketing: Which Blog Posts to Retire Each Quarter
81% of teams have no content ROI framework (NinjaCat). Cull by pipeline attribution, not session rank: retire, consolidate, keep.
- 12 min read
- How-To Guides
Jul 5, 2026
How to Attribute Pipeline to a Specific Email Sequence
Reply rates flatter sequences that never touch revenue. A three-step chain from CTA tag to opportunity field makes email pipeline visible.
- 10 min read
- How-To Guides
Jul 4, 2026
Multi-Touch Attribution Across AI and Non-AI Touches
Only 19% track gen-AI-specific KPIs (McKinsey, n=1,363). An ai_touch boolean plus the 30/70 rule makes the AI split visible.
- 10 min read
- AI Guides
Jul 1, 2026
How to Attribute Pipeline to a Specific Case Study
Only 41% of leaders call their measurement mature (McKinsey, n=104). A three-field chain ties each case study to closed pipeline.
- 10 min read
- How-To Guides
Jun 30, 2026
AI Attribution Window: Match 30, 90, or 180 Days to Each Workflow
One attribution window for everything is how content gets defunded. 30 days for paid, 90 for content, 180 for follow-up; match the cycle.
- 12 min read
- How-To Guides
Jun 27, 2026
How to Attribute Pipeline to a Specific Webinar
Webinar platforms count registrations; CFOs count pipeline. Three data points connect attendance to the opportunity record.
- 10 min read
- How-To Guides
Questions answered
Marketing Agent questions
Short answers so the archive is useful before the first article is opened.
What does a marketing agent do?
Content plans, drafts, SEO passes, and reports that name the page that produced a lead. It prepares the work; a person approves anything a customer sees.
What does the marketing line cost?
One fixed build price and one monthly run price, named on the pricing page. Model and tool fees are separate and published on the pricing index.
How do I know if this line is the first build?
Start the free plan. Tell us the work that repeats, and we say whether this agent, another line, cleanup first, or waiting is the right call.
Download the AI Workflow Checklist
Get AI Systems Notes Delivered Weekly
Get practical notes on AI agents, workflow design, business memory, team routines, and the systems worth building.
No spam. Unsubscribe with one click.
For qualified teams
AI systems notes
Audit-first thinking
Use the next page
Turn reading into a system decision
The blog is the research layer. These pages say what each line's agent does, what it costs, and how a build runs.
Sales Agent
Inbound follow-up, qualification, booking, and CRM notes, prepared before a person acts.
Marketing Agent
Content plans, drafts, SEO passes, and reports that name the page that produced a lead.
Operations Agent
Client updates, weekly briefs, handoffs, and the numbers behind them, drafted before Monday.
Pricing
One build price and one monthly run price per line. No hourly billing, no retainer.
Next step
Find the gap first
Start with the repeated work, the source material, and the business result. Then choose strategy, an agent, or a custom AI system.
See the services