Yelp AI lead agent on Zapier and Claude with human takeover

A San Francisco Bay Area audiovisual event company gets up to twenty Yelp enquiries a day. A Zapier and Claude agent now answers each one in the business's own voice inside 2 minutes by default, or on a custom human-like delay the owner sets, asks for missing details, declines out-of-scope requests politely, follows up after 12 hours and hands the thread to the owner on one click. Volume is client-reported at about 600 enquiries a month.

Speed to first reply decides who wins an event booking on Yelp, and the person who could reply was on site running events. Yelp also scores it in public: every business page carries a Response Quality rating and a Responsiveness line (average reply time and reply rate), and consumers compare vendors on those two numbers before they read a word. An AI responder only works for a local business if it can be interrupted: the owner has to be able to take over a thread at any moment without the bot talking over them. That takeover flag is the feature, and it is why the build is on Zapier with a CRM table rather than a black-box chatbot.

Three or four Yelp messages on a slow day, up to twenty on a busy one, each needing a reply within minutes or the enquiry goes to the next vendor. The owner was answering them between setups. Yelp's widget on the business page showed the cost: Response Quality "Room to improve" and an average response time of 2 hours.

Zapier captures each Yelp consumer message

Claude classifies it by event type and intent, then drafts a reply from a tone guide and an event-type playbook

Requests the business does not serve are declined politely or referred; missing details are asked for

Reply timing is a setting: inside 2 minutes by default, or a randomised delay inside a window the owner chooses (say 4 to 9 minutes) so replies read as a person at the desk, never as an instant bot

Every draft is checked against the playbook before it sends: the enquiry's own details echoed back, one question that moves the thread toward a quote, no price or date the playbook does not contain, which is what Yelp's Response Quality score rewards

Zapier Tables holds every conversation as the CRM record

A 12-hour delay step sends one follow-up if there is no reply

A manual takeover flag stops the agent on that thread only, so the owner can step in at any point

The takeover is the feature. Nobody trusts a bot that cannot be interrupted.

A Yelp message arrives and Zapier creates or updates the conversation record in Zapier Tables.

Claude classifies the message by event type and intent against the scope guide.

In scope: a reply is drafted from the tone guide and the event-type playbook, asking for any missing details. Out of scope: a polite decline or referral.

The draft is checked against the playbook, then held for the configured timing: under 2 minutes by default, or the owner's human-like window.

The reply goes back through Yelp.

If the customer has not replied after 12 hours, one follow-up is sent.

If the owner sets the takeover flag on a thread, the agent stops on that thread only and the owner continues by hand.

Every enquiry answered in the right voice, inside 2 minutes or on the owner's chosen delay

Follow-up at 12 hours

The owner's time goes only to warm conversations

Volume is client-reported at about 600 enquiries a month; the change in Yelp's Response Quality rating and average response time, and the booking-rate impact, will be added when measured

The client work is listed at nex-automations.com/work. The widget in the image above is Yelp's own, captured from the client's dashboard before the agent; the target panel beside it is illustrative and labelled. Nex Automations is a listed Zapier Solution Partner in the Zapier partner directory.

Local service businesses that win work on speed of reply: event services, photographers, caterers, contractors, cleaners, movers, and any Yelp, Google Business or website lead source where the owner is the only person who can answer and is usually busy.

Yes. This one, built on Zapier and Claude, classifies each message, replies in the business's tone, declines out-of-scope requests, follows up after 12 hours and hands to the owner on one click.

Responsiveness is average reply time and reply rate, so replying to every message inside 2 minutes moves both. Response Quality is Yelp's read of whether replies are specific and useful, so every draft echoes the enquiry's own details, answers the actual question and asks the one thing needed for a quote, with generic filler blocked by the playbook.

Some owners prefer replies that read as a person at the desk rather than an instant bot. The delay is a setting: a window such as 4 to 9 minutes, randomised per thread, still far inside the hour Yelp's clock counts against a business.

A classification step before any reply, a written tone and scope guide, a decline path for anything outside scope, a playbook check on every draft and a human takeover the owner can use at any time. The agent never quotes a price or a date the playbook does not contain.

Because the owner already had Zapier, Zapier Tables gives a CRM record per conversation without another subscription, and the takeover flag is a single field on that record. The whole system is readable by the owner.

The owner sets a flag on the conversation record. The agent checks the flag before every reply on that thread and stops; other threads keep running. Clearing the flag hands the thread back.

Yes. The capture step is the only part tied to Yelp; classification, the playbook, the CRM table, the timing, the follow-up and the takeover are the same for any inbound channel Zapier can read.

It is a CRM and lead routing build; the fixed-price service on this profile starts at $900 and this shape is quoted after a short call to write the tone and scope guide with the owner.

Prem Patel is the founder of Nex Automations, an automation studio based in India with 1,200+ automations in production for 210+ clients across 12+ countries over six years (figures from nex-automations.com, August 2026). Make.com Level 5 certified, the top of Make's certification ladder, and an official Make partner listed in the Make partner directory. Zapier Certified Expert and a listed Zapier Solution Partner. 5-star average across 94 public reviews on Fiverr and Topmate.

Website: nex-automations.com · LinkedIn: linkedin.com/in/iamprempatel

Last updated: 27 August 2026.