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You Can't Vibe Code a Tour Operator
The travel industry is ten years behind on tech, and AI itinerary builders are making it worse, not better.
Alex Ragin is the founder of Zoftify, a travel focused software agency, and Tourseta, a booking and operations platform built specifically for high volume multi day tour operators. In this conversation, he draws on a decade of building software inside the travel industry to explain why the operational complexity of group travel is so routinely underestimated, why vibe coded solutions collapse against real world edge cases, and where AI is actually delivering value versus where it is still mostly a demo.
What You'll Learn
- Travel tech complexity: The industry is not one market but a collection of micro industries (airlines, hotels, tour operators, cruises), each with distinct workflows that make cross vertical software almost impossible to build well.
- The AI use case filter: The most reliable test for a legitimate AI application is whether a simpler procedural solution would be faster, cheaper, and more reliable, and in most cases it would be.
- Itinerary builder limitations: AI itinerary tools still require manual validation at every step because missing supplier data causes errors that directly damage traveler trust and booking relationships.
- The vibe coding ceiling: Code represents roughly 20% of what makes a complex software product work; the remaining 80% is domain knowledge, process design, and edge case handling that AI cannot yet substitute.
- Where AI is genuinely productive: Internal development workflows, UI/UX auditing, and unstructured data analysis are the areas where Zoftify has seen consistent, measurable productivity gains from AI tooling.
- The AI search shift: Tour operators are already seeing meaningful lead quality from ChatGPT and Gemini referrals, often outperforming traditional Google traffic on conversion, and this is where the real near term disruption is happening.
- Niche focus as a business strategy: Tourseta deliberately avoids FIT and day tour operators to stay laser focused on the bookable multi day, high volume segment, a sub vertical with almost no specialized competition.
- The group travel operations problem: Managing a 25 or 50 person tour involves payment installment tracking, passport data collection, rooming list management, supplier confirmation, and last minute changes at a scale where a single missed step creates outsized downstream problems.
Time Stamped Highlights
- (00:00) Introduction: Group Travel Is Harder Than It Looks
- (02:07) How Zoftify Started: From Two-Person Consultancy to Travel Agency
- (04:09) Why the Travel Industry Chose Them (Not the Other Way Around)
- (06:24) What Makes Travel Tech So Complex: Micro-Industries Within the Industry
- (10:12) AI Hype in 2022 vs. AI Requests in 2026: What's Actually Changed
- (14:14) Where AI Earns Its Place: Development, UX Audits, and Data Analysis
- (19:20) The Chatbot Reality Check: When 70% Resolution Rates Don't Show Up
- (22:47) Why Itinerary Builders Still Need a Human in the Loop
- (28:29) You Can't Vibe Code a Tour Operator: The 80% Problem
- (31:41) Tourseta's Origin: Building the Same Platform Seven Times Before Productizing
- (36:54) The Multi-Day Tour Operations Stack: Payments, Manifests, Rooming Lists
- (43:06) Where the Industry Is Headed: AI Search, GDS Adaptation, and Distribution Gaps
- (48:31) Opportunities Alex Won't Chase: Cruises, Corporate Travel Niches, and More
- (49:31) How to Reach Alex: LinkedIn, Zoftify, and Tourseta
Guest Bio
Alex Ragin is the founder of Zoftify, a travel focused software development agency, and Tourseta, a booking and operations platform for multi day tour operators. He has been building software for the travel industry since 2015, with prior experience in fintech and video streaming for major UK broadcasters. LinkedIn: https://www.linkedin.com/in/alexander-ragin/ | Zoftify: https://zoftify.com/ | Tourseta: https://tourseta.com/
About the Podcast
The Travel Tech Podcast features long-form conversations with leaders across travel and technology. The show explores how software, data, operations, and distribution come together in real businesses, with an emphasis on tradeoffs, incentives, and lessons that transfer beyond any single company or role.
Host Bio
Alex Brooker is the founder of Airside Labs, an AI business that applies aviation-grade testing and compliance rigor to enterprise AI systems. Before founding Airside Labs, he built and scaled complex software in aviation and safety-critical domains. He also invests in early-stage technology ventures and advocates for practical, real-world AI deployment strategies. LinkedIn: https://www.linkedin.com/in/alex-brooker-2280002/
View all episodes
By Alex BrookerThe travel industry is ten years behind on tech, and AI itinerary builders are making it worse, not better.
Alex Ragin is the founder of Zoftify, a travel focused software agency, and Tourseta, a booking and operations platform built specifically for high volume multi day tour operators. In this conversation, he draws on a decade of building software inside the travel industry to explain why the operational complexity of group travel is so routinely underestimated, why vibe coded solutions collapse against real world edge cases, and where AI is actually delivering value versus where it is still mostly a demo.
What You'll Learn
- Travel tech complexity: The industry is not one market but a collection of micro industries (airlines, hotels, tour operators, cruises), each with distinct workflows that make cross vertical software almost impossible to build well.
- The AI use case filter: The most reliable test for a legitimate AI application is whether a simpler procedural solution would be faster, cheaper, and more reliable, and in most cases it would be.
- Itinerary builder limitations: AI itinerary tools still require manual validation at every step because missing supplier data causes errors that directly damage traveler trust and booking relationships.
- The vibe coding ceiling: Code represents roughly 20% of what makes a complex software product work; the remaining 80% is domain knowledge, process design, and edge case handling that AI cannot yet substitute.
- Where AI is genuinely productive: Internal development workflows, UI/UX auditing, and unstructured data analysis are the areas where Zoftify has seen consistent, measurable productivity gains from AI tooling.
- The AI search shift: Tour operators are already seeing meaningful lead quality from ChatGPT and Gemini referrals, often outperforming traditional Google traffic on conversion, and this is where the real near term disruption is happening.
- Niche focus as a business strategy: Tourseta deliberately avoids FIT and day tour operators to stay laser focused on the bookable multi day, high volume segment, a sub vertical with almost no specialized competition.
- The group travel operations problem: Managing a 25 or 50 person tour involves payment installment tracking, passport data collection, rooming list management, supplier confirmation, and last minute changes at a scale where a single missed step creates outsized downstream problems.
Time Stamped Highlights
- (00:00) Introduction: Group Travel Is Harder Than It Looks
- (02:07) How Zoftify Started: From Two-Person Consultancy to Travel Agency
- (04:09) Why the Travel Industry Chose Them (Not the Other Way Around)
- (06:24) What Makes Travel Tech So Complex: Micro-Industries Within the Industry
- (10:12) AI Hype in 2022 vs. AI Requests in 2026: What's Actually Changed
- (14:14) Where AI Earns Its Place: Development, UX Audits, and Data Analysis
- (19:20) The Chatbot Reality Check: When 70% Resolution Rates Don't Show Up
- (22:47) Why Itinerary Builders Still Need a Human in the Loop
- (28:29) You Can't Vibe Code a Tour Operator: The 80% Problem
- (31:41) Tourseta's Origin: Building the Same Platform Seven Times Before Productizing
- (36:54) The Multi-Day Tour Operations Stack: Payments, Manifests, Rooming Lists
- (43:06) Where the Industry Is Headed: AI Search, GDS Adaptation, and Distribution Gaps
- (48:31) Opportunities Alex Won't Chase: Cruises, Corporate Travel Niches, and More
- (49:31) How to Reach Alex: LinkedIn, Zoftify, and Tourseta
Guest Bio
Alex Ragin is the founder of Zoftify, a travel focused software development agency, and Tourseta, a booking and operations platform for multi day tour operators. He has been building software for the travel industry since 2015, with prior experience in fintech and video streaming for major UK broadcasters. LinkedIn: https://www.linkedin.com/in/alexander-ragin/ | Zoftify: https://zoftify.com/ | Tourseta: https://tourseta.com/
About the Podcast
The Travel Tech Podcast features long-form conversations with leaders across travel and technology. The show explores how software, data, operations, and distribution come together in real businesses, with an emphasis on tradeoffs, incentives, and lessons that transfer beyond any single company or role.
Host Bio
Alex Brooker is the founder of Airside Labs, an AI business that applies aviation-grade testing and compliance rigor to enterprise AI systems. Before founding Airside Labs, he built and scaled complex software in aviation and safety-critical domains. He also invests in early-stage technology ventures and advocates for practical, real-world AI deployment strategies. LinkedIn: https://www.linkedin.com/in/alex-brooker-2280002/