Hospitality & F&B
Improve guest experience, online reviews and repeat visits.
SwitchAI helps businesses uncover the patterns behind customer feedback, reviews, and complaints, so you can identify experience gaps, prioritise what to fix, and make better decisions before customers switch.
Customer voice selected
Google Maps Review
Actionable insights from Google Maps Review
See location-specific service patterns and reputation risks in public reviews.
Repeated mentions of wait time, staff and service quality
Locations and customer groups showing weaker sentiment
Review patterns connected to visits, churn and revenue risk
Focus teams on the locations and moments needing action
Customer voice selected
Lazada
Actionable insights from Lazada
Connect product, delivery and service feedback to repeat purchase risk.
Product quality, fulfilment and delivery themes
New customers and repeat buyers showing dissatisfaction
Ratings and review themes affecting conversion and repeat orders
Prioritise product, delivery and support improvements
Customer voice selected
Surveys
Actionable insights from Surveys
Turn structured responses into clear priorities across the customer journey.
Communication and billing falling below customer expectations
Early journey issues affecting new and premium customers
Survey responses revealing avoidable effort and churn drivers
Prioritise stages with the lowest confidence and satisfaction
Customer voice selected
Support Tickets
Actionable insights from Support Tickets
Surface contact drivers, response bottlenecks and opportunities to reduce effort.
Response time and communication creating repeated tickets
New customers returning for help with the same issue
High-volume tickets increasing effort and operational cost
Prioritise clearer answers and faster resolution paths
Customer voice selected
Facebook Groups
Actionable insights from Facebook Groups
Find emerging concerns and shared needs in peer-to-peer conversations.
Repeated discussions about communication and service quality
Member groups shaping wider customer perception
Shared concerns influencing trust, effort and retention
Address visible issues and rebuild confidence with clear action
The problem and the insight
Customer feedback comes from many places but the real reasons are often hidden in the noise.
Customer voices
Reviews, surveys, complaints, chats, emails and support tickets each hold part of the story.
Actionable insights
SwitchAI brings the signals together so teams can focus on what matters most.
How Switch AI works
Select each step to see how customer feedback moves from context to practical action.
We learn about your business, customers and the questions you need answered.
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SwitchAI analyses customer data to uncover patterns, friction points and signals.
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We identify what's happening, how often, who it affects and the potential business impact.
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You receive practical insights and recommendations that drive meaningful improvement.
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Case Studies
Leading hotel group · 50+ properties across Southeast Asia
Guest feedback scattered across five review platforms, with no clear view of what to fix first.
Grouped the issues, scored sentiment, benchmarked competitors and ranked what to fix first.
guest reviews analysed
faster insight generation
Multi-branch restaurant chain
Different branches with different problems, and no visibility for HQ into why.
Grouped complaints, compared branch against branch and surfaced the fixes with the most upside.
faster insight generation
key issues prioritised
The SwitchAI impact

From customer voices to business impact.
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Explore your customer signals
Start a conversation with APJ Solutions and explore how Switch AI can uncover the patterns behind your customer experience data.