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AI Agents vs RPA: Which Should Run Your Operations Workflows?
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.
- 11 min read
- Sep 2, 2026
Field notes
Notes 17 to 32 of 153, newest first, published between Aug 6, 2026 and Sep 2, 2026.
Current notes
AI Guides
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.
AI Guides
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.
AI Guides
94% of B2B buying groups rank a favorite vendor before contacting sales (6sense 2025). An AI booking agent closes that window in minutes, not hours.
AI Guides
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).
AI Guides
Only 7% run fully autonomous agents (Bain, n=951); data integration is the top cost driver. Price the integration surface first.
AI Guides
Most inbound leads cool in the reply gap. 83% of data leaders say agents are worth the risk (IBM, n=1,700). The 60-second follow-up build.
AI Guides
64% report AI productivity gains; only 31% link them to pipeline (Salesforce, n=4,450). Close the loop from attribution to agent config.
AI Guides
78% of marketers say AI made them more effective (HubSpot); that is a Level 1 metric. The four-level model shows what proof looks like.
Strategy
A score without a sequence is trivia. Fix the lowest infrastructure dimension first, checkpoint at Day 45, rescore at Day 90.
How-To Guides
Attribution dies at four handoffs: ad-to-form, form-to-CRM, CRM-to-automation, automation-to-BI. 47% blame stack complexity (McKinsey).
AI Guides
Board updates fail by answering the wrong question. One headline metric in dollars, a trend line, an honest miss, and a specific ask.
AI Guides
72% of marketing teams say reporting is still highly manual (NinjaCat 2026). The five-zone audit scores the debt behind it.
How-To Guides
Channel reports cannot say which post produced pipeline. The query, inputs, and credit rules for influenced ARR per post.
How-To Guides
Productivity up, pipeline flat: the layer gap. 64% of CMOs struggle to show financial impact (Deloitte, n=300). How to reconcile the two.
AI Guides
UTM drift is silent until the board asks. The quarterly audit: capture coverage, CRM model, BI logic, exec summary, four layers.
Keep reading
It opens with “AI ROI Cohort Design: Why Deal Size Changes Everything”, published Aug 5, 2026.
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