Most "AI for your business" pitches fail the same way, and it's worth naming the pattern before you sit through another one.
Four pitches that sound different and fail identically
Blast-email "reactivation" sends the same generic promo to your entire list. It feels like spam and burns goodwill with your best customers instead of winning back the disengaged ones. A cheap virtual assistant "handling follow-up" sounds efficient until you notice there's no process behind them, results are inconsistent and unmeasured, and they're gone in three months. DIY AI experiments, a chatbot someone wired up over a weekend, are novel for two weeks and then quietly abandoned. Template automation agencies bolt the same funnel onto every client regardless of how that business actually operates, which means they're automating chaos, and chaos that runs faster is still chaos.
The common thread
All four add technology on top of a process nobody has mapped. That's the wedge to watch for, and the question to ask before you sign anything.
Four questions that separate a real diagnostic from a sales pitch
First: have you mapped how work actually moves through my business specifically, or are you proposing a solution you already had before you met me? Second: what baseline are we measuring against, and who wrote it down, and when? Third: when the AI gets something wrong, who reviews it and at what point, before or after it reaches my customer? Fourth: does this replace the system I already use, or does it configure what I already have? "Configuration, not migration" is a meaningfully different, and usually less risky, proposition than a full replatform.
The tell you actually want to see
Counterintuitively, the vendor or advisor worth trusting is the one willing to tell you not to buy something. If every conversation ends in a recommendation to spend money, you're being sold. If some conversations end with "this isn't worth automating yet," you're being advised.