Rev

Bottoms-up virality: one curious person, then the results spread

Shaan names the adoption pattern behind tools like UserTesting and Rev: you don't sell the C-suite, you just need one curious employee to sign up, and because the product's output is inherently shareable, it spreads across the company on its own.

“Bottoms-up, uh, virality basically says you don't need to go to the top and sell the company to adopt this thing. That's too hard. You just need one curious person to sign up. And then the nature of the product is that you're going to share the results. You're going to share the outcomes. And then that spreads it through the company.”

Steal thisDesign the product so its output is shareable internally; let one curious user pull the rest of the org in instead of selling top-down.

Human-in-the-loop: ride AI without getting eaten by it

Shaan notes many labor-arbitrage businesses (Rev.com transcribers, UserTesting) are vulnerable to AI eating the jobs, but you can survive by using AI to do most of the work with a human sense-checking the output for quality.

“one challenge with these is a lot of them are vulnerable to like AI eating all the jobs. But like, you know, you can kind of have human-in-the-loop solutions where AI does a lot of the work, but you have a human just sense-checking it to make sure it's good.”

A billion people will work remotely in our lifetime

Jason Chicola, founder of Rev.com, predicts remote work will explode from a few million today to roughly a billion people working remotely by the time he dies, driven by maturing technology and bandwidth.

“There are so many people around the world that would love to work remotely but can't. They don't have opportunity in their small town or country. I just think that there's going to be a huge change in our lifetimes where by the time I'm dead, I think there'll be a billion people who work remotely.”

Rev hit a $206M valuation with 50,000 workers and 150 employees

Rev.com disclosed on the Forbes AI list that its last valuation was $206 million. The company has 50,000 people working on the platform each month, has raised $31 million, and employs 150 people, more than half engineers.

“We have 50,000 people who work on the platform, uh, each month. Uh, we've raised $31 million. We were on the Forbes AI list a few months ago and it said in there— there we disclosed for the first time that our last valuation was $206 million. We have 150 employees, more than half are engineers.”

AI shrinks the price but expands the market by unlocking dead inventory

Chicola argues a cheaper AI transcription tier didn't cannibalize sales — it grew volume because customers ran their whole back catalog of content that was never worth paying a human for. AI delivers higher value at lower cost, expanding the addressable market rather than shrinking it.

“But what we also see even more so is that as we've rolled out, um, a cheaper AI service, our volumes have grown dramatically. Because what's happening is people are coming to us and saying, I have a whole back catalog of content that wasn't worthwhile for me. It wasn't, wasn't important enough to pay a human to do it, but at your lower AI price, I'll do all of it.”

Steal thisLaunch a cheap AI tier to unlock the back-catalog of work that was never worth full price.

Watch workers with a stopwatch and kill every micro-friction

Rev doubled transcriber productivity before AI by building software stuffed with productivity hacks — like typing 'bc ' to auto-expand to 'because' — and by literally watching people work with a stopwatch to find and fix wherever they got tripped up.

“And it was full of little productivity hacks in the software. So for example, um, they would have, uh, the person would have shortcuts for things like, um, for a very common word they might see a lot, they might have a little shorthand for it. So instead of writing the word because, B-E-C-A-U-S-E, they would type B-C space and it would form because. And there's like 10 other different types of little hacks that's in the software that each one is not that big of a deal.. But when you put them all together, it makes somebody faster. And so what— and we had teams of people that would, um, we would watch people work almost like with a stopwatch and figure out when they're getting tripped up and say, let's go fix that part.”

Steal thisTime your power users with a stopwatch and eliminate each point of friction one by one.

Beat a horizontal marketplace by guaranteeing quality on one job

Chicola built Rev by dissecting Upwork's weaknesses: because Upwork does everything, it can't guarantee quality. Rev does only one thing — convert audio to text — so it can guarantee the outcome. You hire a person and roll the dice on Upwork; on Rev you pay for a service they stand behind.

“And I was able to more or less dissect what did I think were the Achilles heels in Upwork's business model and build a different business model that we don't compete with Upwork in any meaningful way. But there's two things that are different about, about Rev than Upwork. For the customer, we guarantee quality because we only do one thing. We convert audio to text. And because Upwork does everything under the sun, they can't possibly guarantee quality, right, on infinite range of services.”

Steal thisNiche down to one objective service so you can guarantee quality where horizontal marketplaces can't.

Rev paid $400K for the Rev.com domain

After failing to acquire circle.com (which Jeremy Allaire later used for his Bitcoin wallet company), Chicola spent $400,000 to buy the Rev.com domain — a huge chunk of the company's assets at the time, justified as a drop in the bucket if the company succeeds and a resellable asset if it fails.

“I don't know if I've disclosed, but I'll say it now for fun, we spent $400 grand on the name.”

Rev paid $400K for the Rev.com domain

After failing to acquire circle.com (which Jeremy Allaire later used for his Bitcoin wallet company), Chicola spent $400,000 to buy the Rev.com domain — a huge chunk of the company's assets at the time, justified as a drop in the bucket if the company succeeds and a resellable asset if it fails.

“I don't know if I've disclosed, but I'll say it now for fun, we spent $400 grand on the name.”

Build the next Rev for the stay-at-home workforce

Shaan describes his retired mom thriving on UserTesting — picking her own hours from home reviewing websites for $10-15 a task, until they hired her to manage other testers. He's brainstormed how to mobilize the stay-at-home (especially stay-at-home mom) workforce, pointing to UserTesting and Rev as proof there should be more flexible micro-income platforms.

“And so I've had had specific brainstorms around, how do we mobilize the stay-at-home workforce, the stay-at-home mom workforce that's out there? What are some other things? There's UserTesting, there's Rev. There's got to be some others. I just think that once you see the lifestyle that that enables, it's clear people are going to want that.”

Steal thisFind an objective, low-skill task and build a flexible micro-income platform for stay-at-home workers.

Remote education is the next big remote-work market

Asked what he'd build if not Rev, Chicola points to online education — an industry the government dominates with little innovation. He notes Rev failed at a math-tutoring service, but cites China's VIPKid, where US stay-at-home moms and retired teachers teach English to Chinese kids over video, as proof of the opportunity.

“There's a company out of China called VIPKid that, um, that has a lot of people in the U.S., um, often, you know, stay-at-home moms or, or retired teachers who will work online on video teaching English to Chinese children. And that's a pretty big market.”

Steal thisMatch underused at-home teachers to students worldwide who lack access to specialized instruction.