AI Guides
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
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.
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
84% of B2B buyers choose their vendor before contacting sales (6sense, n=634). 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.
AI Guides
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 (CRM/email platform); 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
Teams with an orchestration owner see 44% fewer workflow failures (Gartner, n=401). The five-zone audit scores your debt.
How-To Guides
Asset-level attribution lifts content ROI visibility 44% (Forrester). 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.
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