"We see few reasons for consumers to use bitcoin over a credit/debit card given that paying online with bitcoin represents a marginally more inconvenient way to pay," Morgan Stanley analysts wrote in a 33-page report.
Processing costs for bitcoin and other digital currencies are likely to grow, they said.
Time and Dell said they've stopped accepting the cryptocurrency, with the computer maker citing low usage.
When website content management system Wordpress stopped taking bitcoin in 2015, founder Matt Mullenweg said usage was "vanishingly small," adding that it was initially incorporated for philosophical reasons, not commercial ones.
"It's quite possible that after a while you just realize it's not worth the cost of tooling up to take it and you decide to drop it if the publicity has run its course," said David Yermack, a professor at New York University Stern School of Business who studies bitcoin.
Still, there's plenty of evidence the price surge has helped boost bitcoin's use -- albeit from a low base.
Payment processor BitPay said its now handling about $2 million in transactions a day, up almost threefold from April 2016. Coinbase's volume has doubled since the start of the year. Overstock.com, an online discounter, said it's been handling around 100,000 bitcoin transactions per week, up from about 30,000 when it first added the payment method in 2014.
"There is what might be called a wealth effect that occurs, so as price increases people actually counter-intuitively are more likely to spend bitcoin," said Justin O'Brien, product manager at Coinbase in San Francisco, which has partnered with more than 46,000 businesses for bitcoin payment.
Yet somewhat paradoxically, there's the question of whether its status as a red-hot asset is compatible with being a stable method of payment.
There's the issue of volatility. This year has seen bitcoin surge and plunge by as much as 19 percent over the course of a day. As transactions rise, processing them is also becoming slower and more expensive because of a cap on the data the bitcoin blockchain can process -- an issue whose resolution has spurred bitter infighting within the development community.
"The blockchain underpinnings of most cryptocurrencies scale too poorly for most currency-like uses," the Morgan Stanley analysts wrote. "Time to clear single transactions can often be from 10 minutes to more than an hour."
And probably most importantly, bitcoin isn't recognised as legal tender.
The US Internal Revenue Service has ruled that bitcoins are property, while regulators treat it as a commodity.
We see few reasons for consumers to use bitcoin over a credit/debit card given that paying online with bitcoin represents a marginally more inconvenient way to pay.
Most big businesses take bitcoin through payment processors such as BitPay and Coinbase. When a consumer makes a purchase via those platforms, he or she will pay at a conversion rate based on the latest bitcoin price. The processors then convert the bitcoin immediately and pass the fiat currency to the seller, essentially removing all exposure to bitcoin's volatility.
For merchants, Coinbase charges nothing for the first $1 million and 1 per cent of transaction values afterward. That compares with Visa's roughly 2 per cent interchange rate and almost 3 per cent charged by PayPal Holdings.
The process is more complicated for shoppers. Unless your digital wallet is already on the platform that's processing the payment, transferring bitcoins incurs a transaction fee, which can vary depending on its size, how quickly you want it processed and network conditions. The median transaction fee was $2.10 on June 15, compared with an all-time high of nearly $3 reached earlier this month, according to BitInfoCharts.
Sonny Singh, BitPay's chief commercial officer, said bitcoin is more useful in emerging economies where trust in local currencies is weaker and credit cards are less common.
The cryptocurrency is making more headway in markets like Japan, which started recognising digital currencies as a form of payment this year, and in Venezuela, where the bolivar is almost worthless. It's also useful for businesses that can't rely on traditional banking, such as cannabis sellers.
While greater usage remains in question, there are often some unexpected benefits for merchants who've embraced bitcoin.
Since the Roast of Sherwood added a Coinbase wallet six weeks ago, it has averaged five bitcoin or ether transactions each week, according to Lee Galloway, who runs the sandwich stall with his father in a bustling street market along London's Whitecross Street.
"For a few small payments we've taken, it's a large amount of publicity," the 32-year-old said. "If we're taking large amounts of cryptocurrency payments, I'll probably have to re-address and re-look at the entire issue, but I can't imagine that happening any time soon."