Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Why your ecommerce revenue will stall without these 2026 trends
The efficiency delta: why your AI stack has a negative ROI (and the formula to fix it) Let’s set aside the buzzwords. If you have implemented Salesforce Marketing Cloud, Adobe or an AI engine and your RPE (Revenue Per Email) has dropped 4% at the close of the quarter, you have a Unit Economics problem, […]
Vendor lock-in: why your data is not yours and how to migrate to Europe
Your MarTech stack is a liability on the balance sheet: calculating the cost of “Vendor Lock-in” If your Account Manager presents you with a 12% increase for “inflation adjustment” and you sign it, you are not negotiating. You are paying a ransom. The financial reality is that this 12% is the tax you pay for […]
Remove vendor lock-in and recover your ROI on European platforms
Operational bleed calculation: your CRM and the negative delta of 35% If your renewal proposal shows an 18% price increase while your database has only grown 5%, your Marketing Efficiency Coefficient has just fallen into the red. You are not negotiating badly; you are suffering an architecture failure. In financial terms, you are paying an […]
You have data but no ROI: 10 fixes with AI analytics CRM
I have seen this 30 times in 20 years: you walk into the quarterly review, the CMO projects a beautiful slide where “AI has improved engagement by 40%”, and the CFO, without looking up from their spreadsheet, asks: “So why has direct channel EBITDA fallen 3%?”. An awkward silence. Someone mutters about “attribution models”. If […]
Vendor lock-in: the hidden cost that devours your ROI and how to avoid it
Negative ROI from vendor lock-in: calculate your “exit tax” and cut it by 35% You have signed off on a 20% increase in your MarTech OPEX with no matching increase in revenue. In finance, that is a net loss. If migrating costs you twice as much as renewing and takes 9 months, your Friction Coefficient […]
Your traditional CDP doubles costs: switch to composable CDP
Your monolithic CDP is a financial liability: calculating the delta in composable architecture You are paying a “duplication tax”. It is not an opinion, it is a mathematical inefficiency in your P&L. If you have just renewed a CDP (Customer Data Platform) license for six figures under the promise of a “360 view”, check your […]
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