Turtle Bay: 80%+ of customer support questions answered automatically on Instagram
The brief.
Turtle Bay is a Caribbean-inspired restaurant chain with locations across the UK. Like most restaurant groups with a strong social presence, they were receiving significant volume of customer enquiries through Instagram DMs โ questions about bookings, menus, allergens, opening hours, gift cards, and event hire โ that their social team was handling manually.
The manual handling was expensive and slow. Customers messaging on a Friday evening were getting replies on Monday morning. The brief was to automate the handling of common enquiries without losing the warmth of the brand โ and to escalate the small number of complex or sensitive issues to a human, instantly.
The strategy.
We deployed a virtual customer support agent in Instagram DMs, trained on Turtle Bay's menu, allergen information, booking policies, gift card products, and event hire details. The agent handles the full conversation lifecycle: greeting, intent identification, resolution, and closure โ including sending booking links, sharing specific menu information, and directing allergen queries to the appropriate resource.
The escalation logic was designed carefully. Complaints, refund requests, and queries the agent couldn't resolve with high confidence were routed to a human team member โ flagged, prioritised, and passed on with full conversation context. The agent never dead-ends a customer.
Brand-first tone
Turtle Bay has a distinctive, warm, Caribbean-inflected brand voice. The agent was built to match it โ not a sterile corporate support bot, but something that felt like a knowledgeable member of the restaurant team.
Instant resolution for the 80%
Most customer support questions are variations on the same small set of enquiries. The agent resolves these instantly, at any hour, with accurate information. The 80%+ automation rate means the human team handles only genuinely complex or sensitive cases.
Intelligent escalation
When the agent encounters a complaint, a refund request, or any query outside its confidence threshold, it escalates immediately โ passing the full conversation context to a human so the customer never has to repeat themselves.
What we shipped.
A fully deployed Instagram DM customer support agent, trained on Turtle Bay's operational content and brand guidelines, with escalation routing and human handoff capability built in from day one.
- โ Instagram DM virtual customer support agent with brand-matched tone and voice
- โ Knowledge base covering menus, allergens, booking policies, opening hours, gift cards, and event hire
- โ Intent recognition for the full range of common customer enquiry types
- โ Booking link delivery within conversation โ no redirect required for reservation queries
- โ Allergen and dietary query handling with appropriate caution flagging for complex cases
- โ Escalation routing to human team for complaints, refunds, and low-confidence queries
- โ Full conversation context passed on escalation โ customers never repeat themselves
The agent as it actually runs in Instagram DMs.
A real screenshot from the live Turtle Bay deployment โ the virtual support agent handling a customer enquiry instantly, any hour of the day.
The numbers.
The headline number is 80%+ automation โ but the equally important metric is customer experience: instant responses at any hour, with zero queue.
Restaurants are one of the verticals where we see the fastest time-to-value. The questions are predictable โ opening hours, allergens, bookings, special occasions โ and once the agent is handling those, the front-of-house team gets their evenings back. We work with everyone from single-site independents to multi-location groups, and the pattern is the same: automating the routine unlocks the team to focus on the experience that actually keeps guests coming back.
What this means for similar businesses.
The Turtle Bay pattern applies to any hospitality or retail brand with a significant social media presence and a recurring volume of similar customer enquiries. Restaurants, bars, hotels, gyms, spas, retailers โ anywhere that customers naturally reach out via Instagram DMs with questions that could be answered from a structured knowledge base.
The 80%+ automation rate is achievable for most businesses because most customer support enquiries are repetitive. The variation is in tone and brand fit โ a support bot that sounds like a generic enterprise helpdesk damages the brand even when it resolves the query. Getting the voice right is as important as getting the answers right.
The escalation design is the part businesses most often underinvest in. A bot that dead-ends customers โ tells them it can't help and offers no route forward โ is worse than no bot at all. The Turtle Bay build routes every escalation with context, so the human team experience is better too, not just the customer experience.
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