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Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
11–20 of 66 posts
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#12> Where would you expect this to fail? Booking.com and similar moving into this space with their own generic AI tool. Or even Gemini improving their UI so it presents search results more neatly.
Fair question.
Important distinction: we are not in the same segment as Booking.com. Most hotel platforms support small group bookings, usually up to around 10 rooms. We operate in MICE, where you are negotiating room blocks, meeting space, F&B minimums, contracts, and attrition clauses. That is a very different workflow from self-serve booking.
LLMs can make search look nicer, but getting an actual group quote still requires going through property sales teams and contracts. That is operational and relationship-driven, not just a UI problem.
Over 1,200+ events, we have also built proprietary data around pricing patterns, responsiveness, and contract structures. That is not publicly accessible today.
Also our proprietary data is unique to us for now.
How would you make it more defensive? I take any idea
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#13I'm on the technical end but to me this looks like just another ChatGPT wrapper with a Booking.com & flight planner API key. Nothing more. Expedia was on the list of ChatGPT plugin developers in 2023. What's stopping you? What keeps you in business the moment any travel agency decides gets into Gemini, ChatGPT or the like? I'm sure you make a lot of money per commission, but I don't see what is unique about you as company. What stops anyone else from vibecoding what you'e built in an afternoon?
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#14How big is this market? Feels pretty narrow if it stays focused on company outings but are there plans for additional categories?
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#15Earlier quoted context omitted.
Latency is something we’re actively working on. Because the agent sometimes calls multiple tools (venue retrieval, cost estimation, ranking, etc.), it can feel slower than a traditional search UI. We’re optimizing tool chaining and caching right now, but it’s definitely an area where we need to improve. If it ever feels sluggish, that’s on us. Filtering UI: Also agree. We leaned heavily into conversation because plan…
Price, location, time, event type, group size, for starters.
make sense, we are actually starting to enable people to edit these fields on the right panel.
Aren't you scared that we will have 2 concurent ways to control the experience:
- Chat - Buttons
We may have the syndrom "too many cooks in the kitchen" don't you think?
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#16I initially didn’t read this post, fixated on “company event”, and thought it could be used for a single-day, one-off “thing to do tonight given (location) and (preferred activities/venue type) after (work end time)” It presented hotels and then some potential activities, but didn’t look up the time. When I asked about what is open after the time, the agent seemed to realize my request was not in your typical use cas…
That is interesting feedback, and you are right.
Right now the AI flow is optimized for multi-day events where people stay at least one night, like offsites, retreats, and conferences. When you shifted it to a same-day “what should we do tonight after work” use case, you basically stepped outside its current planning model, so the refusal you saw is on us.
We do support day events and activities on the supply side, but they are not yet fully integrated into the AI agent flow. Over the next few weeks, we are plugging that inventory into the system so it can handle more one-off and shorter formats.
Monetization is part of the equation, but it is also a product focus decision. We started with the higher-friction, higher-stakes planning problem. Expanding into lighter-weight, single-day coordination is definitely interesting and your comment is a good nudge in that direction.
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#17How big is this market? Feels pretty narrow if it stays focused on company outings but are there plans for additional categories?
Good question.
Globally, meetings, incentives, conferences, events, and group travel together represent a 500B+ market all in. Almost every mid-sized or large US company runs some form of in-person event each year, whether that is a retreat, sales kickoff, or team meetup. Since COVID, distributed teams have made these gatherings more important, not less.
Corporate offsites are just our entry point because the pain is clear and budgets are structured. Almost every mid-sized or large company runs in-person events every year, and since COVID those gatherings have become more important for distributed teams.
Long term, we are not limiting this to corporate. The underlying problem is group coordination with real budgets, contracts, and logistics. That applies to associations, communities, weddings, large friend trips, and more. Our ambition is to expand into every type of group travel and event where planning is complex and high stakes.
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#18I'm on the technical end but to me this looks like just another ChatGPT wrapper with a Booking.com & flight planner API key. Nothing more. Expedia was on the list of ChatGPT plugin developers in 2023. What's stopping you? What keeps you in business the moment any travel agency decides gets into Gemini, ChatGPT or the like? I'm sure you make a lot of money per commission, but I don't see what is unique about you as co…
Fair question.
If we were just a ChatGPT wrapper with a Booking API, we’d be already dead.
Our value isn’t the interface it’s the supply. We have direct relationships with hotels that log in daily to quote, adjust pricing, negotiate, and close deals. That’s not something you get with an API key.
You can vibe-code an Airbnb clone in an afternoon. Without supply, contracts, and operational execution, it’s useless. Marketplace take time to build network effect
LLMs can display data. They can’t negotiate, contract, invoice, manage edge cases, or execute group bookings end-to-end.
We’ll distribute via all major LLMs. But the defensibility is in our network and operations and date, not the UI that everyone could replicate
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#19I'm on the technical end but to me this looks like just another ChatGPT wrapper with a Booking.com & flight planner API key. Nothing more. Expedia was on the list of ChatGPT plugin developers in 2023. What's stopping you? What keeps you in business the moment any travel agency decides gets into Gemini, ChatGPT or the like? I'm sure you make a lot of money per commission, but I don't see what is unique about you as co…
Fair question. If we were just a ChatGPT wrapper with a Booking API, we’d be already dead. Our value isn’t the interface it’s the supply. We have direct relationships with hotels that log in daily to quote, adjust pricing, negotiate, and close deals. That’s not something you get with an API key. You can vibe-code an Airbnb clone in an afternoon. Without supply, contracts, and operational execution, it’s useless. Mark…
It's not a human response, it's an AI
Re: Launch HN: TeamOut (YC W22) – AI agent for planning company retreats
#20Earlier quoted context omitted.
Fair question. If we were just a ChatGPT wrapper with a Booking API, we’d be already dead. Our value isn’t the interface it’s the supply. We have direct relationships with hotels that log in daily to quote, adjust pricing, negotiate, and close deals. That’s not something you get with an API key. You can vibe-code an Airbnb clone in an afternoon. Without supply, contracts, and operational execution, it’s useless. Mark…
It's not a human response, it's an AI
I am Vincent, TeamOut's CTO, if you want to see my face you can book a call here:
https://calendly.com/vincent-363/15min
no problem for me!