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20 contributions to Brendan's AI Community
My receptionist only confirms a booking after the save comes back
One rule I added after my test calls: the agent never says a slot is booked until the booking actually comes back as saved. If the save is slow or fails, it takes the caller's name and number and says the office will confirm. It sounds small, but a receptionist that promises a time it never saved is worse than one that says it will follow up. I'm still testing on messy real sites, not live with clients yet. What does your agent say when the booking step fails mid call?
1 like • 6h
@Siddhant Seth Good point, Siddhant. Honestly it isn't solved yet. Right now the name and number land in the log, so the callback depends on someone checking it. A task or alert for the office from the n8n error branch is the next thing I'm adding, so follow-up doesn't rely on memory.
1 like • 6h
@Zubair Aqeel Good test, Zubair. My bookings go to a database for now, so I'll break the save step on purpose and listen to how the agent handles it. If it stays calm and still takes the name and number, that rule holds.
Quick tip: check the lead's last reply before your AI caller dials
Before an AI caller dials, pull the lead's last reply and the notes from the last call into the prompt — even just two lines. An agent that opens with something the lead already said sounds like a follow-up, not a cold call. One that repeats a question they already answered sounds like a bot, and the lead hangs up in seconds.
0 likes • 1d
I'd pass it in as two labeled fields with a date on each, last reply and last call note, so the agent can see how old the context is. If either field is empty, it should fall back to a plain opening instead of guessing.
I built a system that turns any local business website into a working AI receptionist in about 15 seconds
Hey everyone. Here's something I built this week. Paste any local business website and about 15 seconds later you have an AI receptionist for that business. It reads the site for services, hours, service area and safety rules, writes its own instructions, and takes calls right in the browser. Bookings land in a database with every detail, and the whole backend runs as two n8n workflows: one builds the receptionist, one routes everything that happens during a call. Part 1, live build and a real call: https://www.loom.com/share/fd364a3d486341eca2a3760d6525772d Part 2, the n8n workflows behind it: https://www.loom.com/share/95fc74ee45dd403baf48d7da127318d2 Fair warning, I'm not a natural on camera yet, so the delivery is a bit careful. The build is what I want you to see. Happy to answer questions on how any part of it works, and I'm open to building systems like this with agencies. If you'd like to try it yourself, email me at umermehmood3000@gmail.com and I'll send you a private link.
I built a system that turns any local business website into a working AI receptionist in about 15 seconds
0 likes • 2d
@Manan Arshad Agreed, the booking is the real test. Right now bookings land in a database with every detail, so the live calendar check and the confirmation text are what I want to add next. The offer of a short call instead of just sending info is a good fallback branch, I'll build that in.
0 likes • 1d
@Yann C Thanks Yann. I'm testing it on messy real sites now, so if you've seen a type of site that trips a receptionist up, I'd like to hear it.
Hey from Lahore, Pakistan 👋
Hey everyone, I'm Umer from Lahore, Pakistan. I'm a full stack engineer with 2+ years of experience, and by day I lead development on a real-time stock trading app. At night I build AI systems, lately voice receptionists and n8n workflows for local businesses. What brought me here: voice agents are where I spend most of my time now, and this is the best place I've found for real discussion about what actually works on live calls. Happy to help anyone stuck on n8n, APIs or getting their builds deployed.
1 like • 5d
@Yann C Thanks Yann, appreciate it. I’m still early on the voice side, so I’m mostly testing and learning from calls like the ones in my other post. Are you building anything with voice yourself?
0 likes • 2d
@Mouldi Nouri Fair point on the client list. I'll keep the call recordings and the extracted site data in my own setup and only hand an agency what they need for their own clients. Have you worked on the agency side before?
What breaks your voice agents first on real calls?
Demos always sound great. Then a real caller shows up. For me it's two things: callers pausing halfway through a phone number so the agent jumps in, and speech to text quietly mangling numbers and spelled names. What breaks first for you, and what actually fixed it?
0 likes • 2d
@Mouldi Nouri Good call, I'll log the raw transcript next to the saved value on my next round of test calls. Splitting it that way should show whether the pause or the speech to text is dropping the digits. Do you keep the raw audio too, or just the transcript?
0 likes • 2d
@Manan Arshad That's a useful real world check, thanks. Reading back the number and name before saving is going into my flow. From your set calls, what did callers do most when you read it back, correct one digit or the whole thing?
1-10 of 20
Umer Mehmood
5
291 points to level up
@umer-mehmood-3401
I build the tech behind AI agencies: LLM apps, n8n/Make automations, CRM integrations and full stack web apps. 2+ yrs shipping production code.

Active 1h ago
Joined Oct 30, 2026
Lahore, Pakistan
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