There is a version of AI lead reactivation that cafes and restaurants buy off a shelf and quietly stop using inside a month. Then there's the version that's wired into your real workflow, owned by a person on your team, and still in use a year later. We only build the second one.
Cafes and restaurants · Applied AI
Wake up cold pipeline, built around how a cafe or restaurant actually works.
What AI lead reactivation actually does
Your CRM is sitting on a graveyard of old leads that went quiet. An AI reactivation agent works through them at scale – researches what's changed at their business, writes a relevant re-entry message, and only books a meeting when there's a real reason to reconnect.
- 01 Scores every dormant lead by reactivation likelihood
- 02 Detects buying-trigger events (funding, hiring, product launches)
- 03 Personalised re-entry message referencing what's actually changed
- 04 Reports back which leads to bin and which to call this week
Built on: Claude for research + writing Clay / Apollo for signal data HubSpot / Salesforce / Pipedrive Slack digest of warm wake-ups
The honest read
Where most cafes and restaurants engagements actually deliver value.
- Hospitality runs on thin margins where a missed booking, a bad review left unanswered, or a slow roster costs real money.
- Reservations, reviews, and rostering are the recurring admin that pulls owners off the floor.
How we build AI lead reactivation for cafes and restaurants.
We scope narrow, ship a working pilot, then harden it into production. The first slice is the highest-leverage workflow for a cafe or restaurant business, so value lands before the build is finished. Wake up cold pipeline.
Talk to usThe outcome for cafes and restaurants
The shape of the result for cafes and restaurants: An Auckland agency reactivated 18 deals worth $340k from 2,000 'dead' CRM leads in a single 6-week sweep. Built on Claude for research + writing, hardened with the rest of the stack as it scales.
Not your typical AI agency.
Honest about what AI can and cannot do
Ships the one workflow that pays for itself
Hours given back, never the size of the invoice
*Every engagement is scoped and quoted up front. Results vary by workflow and business.
Questions
FAQ
How long does AI lead reactivation take to ship for cafes and restaurants?
We aim for a working pilot inside 4-6 weeks – narrow scope, real cafes and restaurants data, measurable outcome. From there it's another 6-8 weeks of hardening before you'd consider it production. Full rollouts (multiple sites, multiple teams) typically land in 3-4 months.
Are there hidden costs we should plan for?
Three to know about: model/API spend (which we set up under your own account, not ours, so you see and control it), any new SaaS subscriptions we recommend, and your team's time during rollout. We surface all three in the quote so there are no surprises.
Anyone else in this space using AI lead reactivation?
Plenty. An Auckland agency reactivated 18 deals worth $340k from 2,000 'dead' CRM leads in a single 6-week sweep. The interesting question is rarely "does it work" – it's "is your team ready to use the output." That's what we'd scope on the call.
Who owns the code and the model setup?
You do, on delivery. We deploy AI lead reactivation into your own cloud account where possible, with the model setup, prompts, evals and integration code all checked into a repo you own. Claude for research + writing sits in your account too – we don't operate it from ours.
The honest version of a sales call.
No deck. No discovery doc. Just whether this is worth building and what it would cost.
Get in touch
Talk to us about this
Tell us what you're trying to do and we'll reply with how we'd build it — no obligation.