Announcing Paraform's Series B with $65M raised to date
John and Jeff
•
Founders of Paraform
March 18, 2026
March 18, 2026
AI is accelerating faster than almost anyone expected.
Models are improving at blistering rates. Infrastructure is becoming widely accessible. The cost of building software, launching products, and running companies is collapsing to zero.
In many industries, what once required large teams can now be done by a handful of people equipped with the right tools.
This raises a natural question: what happens to work when intelligence itself becomes cheap?
Much of the current conversation focuses on what AI will replace. But historically, technological progress hasn’t eliminated human contribution - it’s shifted what is valued.
During the industrial revolution, machines made physical labor dramatically more productive and the bottleneck shifted toward coordination and management. During the internet era, information became abundant and the bottleneck shifted toward software and technical talent.
Today, we are entering another transition.
As intelligence becomes commoditized, the limiting factor is no longer access to tools. It’s human ingenuity - the people who know how to use AI to create outsized outcomes.
And that shift is already reshaping the labor market.
Rewind to 2010.
Hiring was largely a volume game. Companies needed warm bodies to keep the machine running. Post a role, screen hundreds of resumes, hire in batches. The goal was simple: assemble enough people to execute.
Back then, that approach made sense. Most work simply required more people. That equation has flipped.
The cost of building has collapsed - but the cost of finding exceptional people has exploded.
You can see this clearly in the data. The volume of tech roles has dropped 36 percent from pre pandemic peaks, and is down 7 percent year over year. Companies are hiring fewer people.
But when they do hire, they are paying dramatically more for the right person.
The top 10 percent of engineers now earn more than $211,000, nearly triple what the bottom 10 percent make. That gap continues to widen as demand concentrates around proven performers.
We’re likely only a few years away from the seven figure hire becoming routine rather than newsworthy.
The reason is straightforward. AI has made small teams extraordinarily powerful. A handful of exceptional individuals can now build products, scale systems, and launch companies that previously required dozens or hundreds of employees.
The classic “10x engineer” is no longer limited to engineering. We’re entering the era where anyone can be “10x”: marketers, operators, designers, and product leaders who combine judgment, creativity, and AI tooling to multiply output rather than simply add capacity.
And those people are rare.
We see this dynamic every day on Paraform.
The top 12 percent of candidates on our platform receive more than a quarter of all offers, while the bottom 40 percent receive roughly the same share. In other words, the talent market is rapidly compressing toward the very top.
This is reflected in compensation as well. The average candidate hired through Paraform earns about $260,000 per year, and with equity the total compensation frequently reaches $300K to $400K.
As the leverage of these top performers increases, the stakes of each hiring decision increase with it.
In the age of AI, a single well-timed hire can change a company’s trajectory. The right person might ship a product months faster, secure a critical partnership, or unlock an entirely new category.
We are already seeing the consequences of this shift. Companies are increasingly acquiring entire teams simply to secure scarce talent before competitors do. Candidates are signing bigger deals than sports stars.
The problem is that most hiring infrastructure has not adapted to this new reality.
Many companies still recruit as if talent were evenly distributed. They post a role, collect resumes, conduct broad interviews, and gradually narrow a funnel in hopes that the right person eventually emerges.
That model worked when the difference between a good hire and a great hire was relatively small.
But when one exceptional person can dramatically accelerate a company’s progress, hiring becomes something else entirely.
Internal recruiting teams are expensive to scale, difficult to plan headcount for, and often are subject to large swings in demand. Agencies operate within limited networks and rely on workflows that have changed little in decades.
Meanwhile, a wave of new AI recruiting tools promises automation but often produces more noise. As outreach becomes cheaper, candidates are inundated with messages. A strong engineer who once received ten recruiting emails a week may now receive a hundred.
But hiring was never primarily a discovery problem.
Finding someone on LinkedIn is easy. What actually determines whether someone joins your company is far more complex.
Trust matters. Relationships matter. Context matters.
People are far more likely to respond to a recruiter they trust, or to consider a role because someone they respect already works at the company. These social dynamics have always shaped hiring outcomes, and as automation increases they often become even more important.
Paraform was built around a simple belief. The future of hiring is not software replacing humans and it is not humans ignoring software.
It is both working together with better information than either could access alone.
Paraform is an agentic hiring platform where expert recruiters and intelligent AI systems collaborate to help companies fill critical roles faster and more accurately.
Thousands of specialized recruiters operate on the platform, each with deep networks and domain expertise. At the same time, our models analyze patterns across hiring outcomes to understand what candidates actually want, what companies actually need, and what makes a match succeed.
Every placement builds on our ever-increasing data moat and new models.
Recruiters contribute insights that AI cannot easily infer. Why someone is really leaving their company. What kind of environment motivates them. What type of team they are most likely to thrive in.
Our AI uses this large-scale proprietary data - building a fine-grained distribution that accurately characterizes candidates and companies to match them together.
Together this combination creates something neither humans nor machines could achieve independently.
Today Paraform has helped hundreds of companies make critical hires across engineering, go to market teams, legal, healthcare, and beyond including teams at Abridge, Palantir, Rippling, and Palantir.
On Paraform, companies typically meet the candidate they ultimately hire in around twelve days, and roles that once took months are increasingly filled within weeks.
Some companies we work with are even beginning to rethink internal recruiting structures. Instead of maintaining large permanent recruiting teams, teams are valuing more flexible and specialized, outcome-driven solutions that can scale up and down when needed.
This shift also changes what it means to be a recruiter.
Historically recruiting has often been viewed as a support function. But as talent becomes the primary constraint on company growth, the people who connect exceptional candidates with the right opportunities become increasingly valuable.
Top recruiters on Paraform have doubled their revenue in under a year. Some have generated more than $300,000 in a single month and well over $1M+ annually.
To date recruiters have earned over $50 million on Paraform, and we project to pay out more than $1B to recruiters in the coming years.
As talent becomes the bottleneck for innovation, the individuals who facilitate those connections will play a much more central role in the global economy.
Today we’re announcing Paraform’s Series B, bringing our total funding to $65M. Our round was led by Scale Venture Partners, with participation from Felicis, A* Capital, and Liquid 2 Ventures, alongside an incredible group of operators including the CTO of Palantir, the co-founders of Canva and YouTube, the COO of Stripe, the President of Shopify, the CPO of Uber, and many others.
We raised this round because we believe something fundamental is changing in the global labor market.
The scarcest resource in technology is no longer capital or compute.
It’s the right people who know how to leverage these tools to create outsized impact.
As AI lowers the cost of creation, the leverage of great talent increases exponentially.
Paraform exists to make that market work better for companies hiring, candidates seeking the right opportunity, and recruiters building their businesses.
This round allows us to continue investing in AI innovations that learn from real hiring outcomes, expand into verticals where talent scarcity is particularly acute, and build infrastructure that reflects the reality of modern hiring: higher stakes, greater impact, and faster outcomes.
Ultimately our ambition is to build the talent infrastructure of the 22nd century.
A world where companies can access exceptional people faster, candidates can discover opportunities they might never otherwise encounter, and recruiters have the tools to operate at an entirely new scale.
When hiring exceptional talent becomes as easy as pressing a button, the pace of innovation will accelerate dramatically.
The future of work is not about replacing people. It is about finding the right ones.
And we are building the system to make that possible.
Join world-class companies that build their teams with Paraform.
