Article by Latish Jenkins

Should I Book It Now... or wait?

Travel prices change constantly, but nobody can reliably predict what they'll do next. Here's how I use AI to think through booking decisions without falling into an endless cycle of refreshing prices.

How I Use AI to Think Through Travel Booking Decisions Without Guessing

I checked the same flight three times in one day. Morning, it was one price. By afternoon, it had shifted a little higher. By evening, it had dropped again, landing somewhere between the two. None of the movement made obvious sense, and none of it told me anything useful about what tomorrow would bring. I sat there wondering whether I should just book it already or keep waiting for a number that felt more clearly like a deal.

That's the strange purgatory of watching travel prices. You're not really gathering information anymore after the first few checks. You're just refreshing a page, hoping the next number confirms whatever you already wanted to do, and trying to figure out whether holding off is a smart decision or just a gamble dressed up as patience.

Why Waiting Felt Like the Safer Choice

Waiting always feels like the responsible option, at least on the surface. There's a real fear of overpaying, of booking today only to see the exact same flight drop by a noticeable amount next week, which stings in a very specific way even when the difference isn't huge. There's also a quieter fear running the other direction — waiting too long and watching the price climb past what I would have happily paid days earlier, or losing the option entirely as seats or rooms fill up.

Both fears can't be right at the same time, and yet both sat in my head simultaneously, each one making the opposite choice feel like the mistake. That's the emotional layer nobody accounts for in these decisions. It's not really about the math. It's about the discomfort of committing to a number while knowing, somewhere in the back of your mind, that a different number might show up tomorrow.

Why Watching Prices Didn't Give Me Confidence

I assumed that checking more often would eventually give me the clarity I was looking for — enough data points to spot a pattern, enough information to finally feel sure. It didn't work that way. More checking mostly just produced more anxiety, not more confidence. Each new price felt like fresh evidence for whatever fear happened to be loudest that day, rather than something that actually clarified the decision.

At some point, refreshing a flight search for the fifth time in an afternoon stopped being research and started being a habit driven entirely by uncertainty. I wasn't learning anything new. I was just checking to check, hoping the next number would finally make the decision for me.

Where AI Actually Helped

This is where ChatGPT and Claude became genuinely useful — not for predicting where the price was headed, because nothing can reliably do that, but for helping me actually organize my thinking around the decision itself.

I laid out the trip and asked for a clear comparison between flexible and non-refundable ticket options, since the real tradeoff often isn't just about price — it's about what flexibility is actually worth to me if my plans shift. It helped list out the tradeoffs of booking now versus waiting in plain terms, which made the decision feel less like a coin flip and more like something I could actually reason through.

Thinking through my own travel priorities mattered more than I expected — whether I cared more about locking in a specific flight time, or whether I had genuine flexibility that made waiting a reasonable risk to take. It helped me calculate what flexibility was actually worth in this specific case, weighing the cost of a refundable option against the peace of mind it bought me. Before committing either way, it helped me organize the actual questions I needed answered, and pointed out information I didn't have yet but probably should before deciding anything.

What it never did, at any point, was predict where the price was actually going. It didn't promise savings, and it didn't pretend to know something about future airfare that nobody actually knows. What it did was help me stop treating the decision like a guessing game and start treating it like an actual, structured choice with real tradeoffs I could weigh clearly.

What AI Couldn't Know

There's a real limit to what any of this could tell me, and it's worth being direct about it. It can't predict airfare, and it can't predict hotel pricing either, no matter how the question gets phrased. It doesn't know about future sales that haven't been announced yet, and it can't guarantee any kind of savings by waiting, booking now, or doing anything in between.

It doesn't replace the actual, current pricing shown by the airline or hotel itself, which is the only real source of truth in a moment like this. Nobody — not a travel blog, not an algorithm, not a chatbot — can reliably tell you what a specific fare will do tomorrow. Anyone who claims otherwise is guessing too, just with more confidence than the situation actually deserves.

The Prompt I Use

When I'm stuck between booking now and waiting, this is what I use to actually think it through.

I'm trying to decide whether to book travel now or wait. Here's my trip: [PASTE DETAILS] Help me: 1. Identify the tradeoffs of booking now versus waiting. 2. Suggest factors I should consider. 3. Point out information I'm missing. 4. Help me think through worst-case and best-case scenarios. 5. Ask follow-up questions before helping me decide. Do not predict prices or tell me what airfare will do.

What Changed

The biggest improvement was never finding the cheapest possible flight, and chasing that number was never actually going to be a winnable game. What changed was finally making a decision with some confidence, instead of checking prices every few hours hoping the next refresh would settle it for me.

Some trips I've booked early. Others I've waited on. Neither choice guaranteed I got the absolute lowest price, and I've stopped expecting that guarantee to exist. What I do have now is a decision I actually made on purpose, instead of one I backed into after days of anxious refreshing.