Field notes
Use these notes when something in the buyer path feels off but the cause is still fuzzy. Pick the symptom, collect the facts, and decide whether it belongs in an audit.
Current notes
The goal is not more reading. The useful article helps name the repeated work, the missing proof, and the system path that may deserve attention.
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McKinsey 2026 (n=419): 65-85% of B2B execs expect AI in pricing within 3 years. The model you sign determines your cost floor. Here is the break-even formula.
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Teams spend 90 minutes per blog post on social reformatting. Pew 2025: 84% of U.S. adults use YouTube. Here's the five-step agent build.
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HVAC companies miss calls every evening and weekend. The BLS projects 11% growth through 2035. An AI agent captures that demand and books jobs around the clock.
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Only 7% of companies run fully autonomous agents. The other 93% built handoff rules. Here is the practical three-part format for writing yours.
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Most teams run SEO audits quarterly. Salesforce (n=4,450): 85% say AI is reshaping SEO strategy. Here is the weekly agent audit workflow.
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98% of AI teams hit a data-integration barrier before their agent goes live (Salesforce 2026). Here are the three wiring approaches and what breaks first.
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75% of teams adopted AI tools; 84% still get generic output. The gap is vague agent instructions. Here is the five-field framework that fixes it.
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77% of organizations struggle to fill key AI data roles. For ops teams weighing an in-house build against an agency, that stat often ends the debate.
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94% of marketers plan to use AI for content in 2026; only 47% know how. Here is the end-to-end workflow a marketing agent runs month to month.
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ADA 2024: dental practices average $942K/year. Missed calls, overdue recalls, and no-shows hand back thousands monthly. Here is how to pick the first fix.
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IDC 2024: AI returns $3.7 per dollar invested. Choosing AI agents vs RPA for the wrong operations task type adds maintenance cost. Here is the filter.
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Gartner: 40%+ of agentic AI projects canceled by 2027 due to cost overruns. The pricing model you sign determines whether yours is one of them.
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84% of B2B buyers choose their vendor before contacting sales (6sense, n=634). An AI booking agent closes that window in minutes, not hours.
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Five decisions come before engineering. 41% of builders hit the same wall: data integration (Bain, n=951). Decide these first.
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A chatbot writes replies; an agent acts in your systems. Only 7% run autonomous agents; 38% approve every action (Bain, n=951).
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Only 7% run fully autonomous agents (Bain, n=951); data integration is the top cost driver. Price the integration surface first.
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The blog is the research layer. These pages say what each agent does and how a build runs.
Inbound follow-up, qualification, booking, and CRM notes, prepared before a person acts.
Content plans, drafts, SEO passes, and reports that name the page that produced a lead.
Client updates, weekly briefs, handoffs, and the numbers behind them, drafted before Monday.
Free. Tell us the work that repeats and we say which agent is the first build worth making.
Every note serves one of the three agents: sales, marketing, or operations.
Checking a number before a build decision? AI Market Signals collects the sourced market figures we cite across these notes.
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