62% of SMBs piloted an AI agent in 2025. Only 19% made it to production. Here are the seven failure modes we see over and over — and the playbook that gets a pilot across the finish line.
The McKinsey 2025 mid-year report tracked something brutal: 62% of SMBs piloted an AI agent in 2024-25. Only 19% made it to production. The other 43% spent budget, lost time, and walked away convinced "AI doesn't work for our business." It works. Below are the seven failure modes I see in nearly every dead pilot, in rough order of frequency, plus the playbook for avoiding each one. Failure mode #1: No named owner Symptom: the agent goes live, nobody checks the call recordings, nobody updates the prompt when something breaks, and within 30-60 days the pilot is "broken" and gets shut off.
Failure mode #1: No named owner Symptom: the agent goes live, nobody checks the call recordings, nobody updates the prompt when something breaks, and within 30-60 days the pilot is "broken" and gets shut off. Frequency: showed up in 38 out of 50 dead pilots I've reviewed. Why it happens: AI pilots are usually championed by a founder or department head who doesn't have time to babysit the pilot daily. The vendor assumes the customer is monitoring. The customer assumes the vendor is monitoring.
62% of SMBs piloted an AI agent in 2025. Only 19% made it to production. Here are the seven failure modes we see over and over — and the playbook that gets a pilot across the finish line. It is filed under AI Strategy because that is where operators looking for this problem actually start, and it is written from production work rather than from a content calendar.