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SalaevAltoday at 4:58 PM3 repliesview on HN

Pharmacy phone lines are a terrible first use case for voice AI. Older callers, drug names, insurance mess, zero patience. Automating "store hours" is fine. Automating refill exceptions is how you get this outcome.


Replies

zukzuktoday at 5:24 PM

We build text-based (e.g. SMS rather than voice) agents for various medical conversations (e.g. preparing people for complex appointments).

Our user base skews elderly. Going in, I was really skeptical about how much engagement and value we could provide to these older patients. I'm blown away how well it all turned out and how valuable it's been for our patients and client clinics.

For example, we were able to reduce no-shows for some high-cost appointments by 80%. Turns out that the reasons why people don't show up are a complicated and diffuse — everything form anxiety, to not speaking english, to being confused about how to get into the building — and properly configured LLM-based systems are really, really good at dealing with exactly this sort of problem.

barbazootoday at 5:00 PM

I just don't get why we're not doing it vertically like you said here. Implement a part of the cognitive work using AI but let the hard parts be done by a person. They're still gonna be more rich, just less so.

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AndrewKemendotoday at 5:07 PM

Explain to me then why pharmacies have almost exclusively used IVR based phone systems for pharmacy refills and prescription management for the last decade?

Like they don’t even say the full name of the prescription they just tell you the first three letters and they’ll say “for the patient born on…”

Current pharmacy IT systems are currently almost 100% automated so how are you claiming it’s the first use?

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