Jack & Jill just raised $40 million to prove that the job application is obsolete. The London startup runs two AI agents, one that learns what a candidate wants and one that learns what an employer needs, and when the agents agree there is a match, they introduce the two sides directly. No resume, no ATS, no application at all. I think HR should be a lot more skeptical of that pitch than the funding round suggests the market is being.
The pitch, fairly stated
Saaras Mehan, Jack & Jill’s co-founder and CTO, makes a real argument, not just a marketing line. “Candidates struggle to be seen, while employers cannot tell who is serious. More applications and better filters will not solve that,” he said in the company’s Series A announcement. “It requires a fundamentally different solution: a network brokered by agents that understand what both sides want.” Nathan Benaich, general partner at lead investor Air Street Capital, put the thesis even more bluntly: “The next leap in hiring will not come from better searches over the same resumes or more automated outreach. It will come from putting an agent on both sides of the table and making the introduction only when both sides would take the call.”
There is something to this. Resume-based filtering is a genuinely broken interface. It rewards people who know how to write a resume that beats an algorithm, not people who can do the job. A network open to 380,000 candidates who never had a personal connection into a hiring manager is, on its face, more democratic than a system that quietly favors whoever already has one.
What the pitch leaves out
Here is the counter-argument its founders should have to answer directly: a job application is not just friction. It is a record. Every structured application, every rejection, every stage of an ATS pipeline is also the raw material HR uses to run adverse-impact analysis, defend a discrimination charge, and prove to a regulator or a court that a hiring process treated similarly qualified candidates the same way regardless of protected characteristics. That is not a hypothetical concern this week. HRTech has covered three separate EEOC actions in the past seven days alone, each one built on exactly the kind of documented hiring and promotion decisions that a fully agent-brokered introduction never generates in the first place.
When Jack and Jill “agree there’s a match” and introduce two people directly, what actually happened inside those two AI agents, on what basis Jill decided this candidate was worth surfacing and a thousand others were not, is not visible to anyone outside the company. That is not a criticism unique to Jack & Jill. It is the natural consequence of moving the entire evaluation step into a black box and calling the absence of a paper trail a feature.
Why this matters more as the model scales
Right now, Jack & Jill is small enough that this is a philosophical objection, not an operational one. But the company has already grown its candidate network by roughly ten times in under a year and is expanding aggressively across San Francisco, New York, and London with fresh capital earmarked for exactly that growth. Employers named in the company’s own materials, including Ramp, Multiverse, Maze, and Attio, are sourcing candidates this way today. If agent-brokered introductions become a standard hiring channel rather than a novelty, HR and legal teams at every company using it will eventually need to answer a regulator’s question they cannot currently answer: show us how this candidate pool was evaluated and why these particular people were introduced and these were not.
I am not arguing HR should refuse to touch agent-brokered hiring. The access problem Mehan describes, that 99% of roles a candidate would love and thrive in simply go unseen because most people do not have a usable professional network, is real and worth solving. But “we removed the application” is not the same claim as “we removed the bias.” Those are different problems, and a vendor pitch that treats scale and fairness as automatically bundled together deserves the same scrutiny HR already applies to any other AI hiring tool that promises to replace human judgment with an opaque scoring process.
What HR should actually do
Before any vendor using this model gets access to your requisitions, ask three questions that have nothing to do with candidate experience: what decision record does the platform retain for every candidate the agent considered and rejected, can that record be produced in a form usable for adverse-impact analysis, and does the vendor’s contract make that record available to you, not just to their own compliance team. If the answer to any of those is no, the convenience of skipping the application is not worth what you are giving up to get it.
Source: Jack & Jill
Related coverage: AI Recruitment Tools Are Screening Out the Skills HR Wants and The AI Trust Gap Inside Hiring Teams.
