Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Your leads are up, your revenue is down: RevOps frameworks to fix it
On Monday morning your marketing dashboard is up. More leads, lower cost per lead, charts in green. And the cash does not move. At the meeting, sales says those contacts do not answer, that half are just curious and that none has budget. Marketing replies that the problem is follow-up. Both areas are partly right […]
Choosing the wrong LLM drains your budget: which one to use
The mismatch that drains the budget Every request you send to a large model costs money. Most of those requests don’t need a large model. That mismatch doesn’t show up on any line of the invoice, but it builds up month after month until someone asks why AI spending is growing faster than usage. 54% […]
Avoid email deliverability drops from AI
You write faster and get fewer replies Your team generates subject lines and bodies with AI in minutes. Volume goes up, cost goes down and replies fall. When that happens, the usual reaction is to rewrite the text. It is almost never the text. The drop in deliverability caused by AI has three real causes: […]
How to scale cross-channel marketing without breaking team flow
Your ROAS is bleeding from latency: the real cost of a disconnected stack Skip the narrative about the “customer experience”. Let’s talk about capital efficiency. Your CFO just renewed an enterprise marketing suite with a six-figure annual cost. Yet your CAC (Customer Acquisition Cost) keeps rising and your LTV (Lifetime Value) is flat. Why? Because […]
Your AI is losing money: stop model drift with Human+AI supervision
Your AI costs you 12% of gross margin: calculate your “Hallucination Tax” Stop looking at the ticket resolution rate (70%). It is a vanity metric that hides a hemorrhage in your P&L. If your AI closes tickets by promising nonexistent refunds or phantom stock, you are not optimizing operations; you are accelerating capital erosion. The […]
Your CRM does not generate ROI: Checklist to audit the 3 phases
CRM ROI: your formula to stop the bleeding (3-point audit) Your Salesforce or Adobe licence costs you 12% more this year. Simple question: has your Revenue Per Email (RPE) gone up 12% to offset it? If the answer is no, you have a negative delta. Your CMO can talk about open rates, but if you […]
Categories
- CRM Optimization & Deliverability 181
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