The new recommendations for travelers are based on calculations about the pricing history from more than a billion queries a year that the online service says it conducts. (Read more: Kayak Isn't Worried About Google: CEO)
"We want (travelers) to get to the best decision for their needs as easily as possible," says Robert Birge, Kayak's chief marketing officer.
Kayak says it developed the forecasts with algorithms and mathematical models that are based on past pricing history from two reservation services, online travel agents, wholesalers and low-cost carriers.
But Kayak can't guarantee the predictions will be correct. So if a traveler clicks on the prediction, the site will have an overlay explaining how confident Kayak is in the prediction. And, the site always tells travelers: "If you see a good price, book it."
Still, Giorgos Zacharia, Kayak's chief scientist says that the feature "provides the most accurate and most comprehensive information."
"It's yet another information tool that we provide our travelers," Zacharia says.
The concept of giving fliers advice on when to buy isn't new to the airfare comparison and booking business. (Read more: Fees Undermine Fliers' Ability to Compare Airfares)
Norm Rose, president of Travel Technology Consulting, says the concept of price predictions was introduced by Farecast, which Microsoft bought in 2008 and which became the foundation for Bing Travel.
Rose says a key question is whether the predictions are accurate. Another question is whether a traveler has the flexibility to wait before buying a ticket based on the site's advice.
But Rose says Kayak is technically savvy and the predictions are likely based on solid technology. "If consumers try out the service and it is not accurate, it will likely not gain strong adoption," Rose says. (Read more: Can You Trust Online Travel Search Results?)
Bing says it analyzes millions of fares daily and filters the information for the best deals.
Bing Travel Price Predictor advises travelers whether fares are rising, holding steady or dropping, and whether to "buy" or "wait."
Bing, which launched in 2009, uses billions of price observations to predict patterns in ticket prices, according to spokeswoman Kari Dilloo. Besides price, the site also will connect travelers with Facebook friends and Twitter experts to make suggestions about where to stay and what to do on a trip, she says.
"And since Bing doesn't actually sell travel, our only focus is to connect you with helpful information that can keep you coming back," Dilloo says.
Kayak, however, says its predictions will be more comprehensive because they tap more information than Bing does.
"You need to use your judgment," Kayak's Birge says. "What we want to provide is as much information as possible."