Speak to Kit is an AI hiring system built for quality of hire. The hiring manager says what a top performer delivers in their first 12 months, Kit speaks to every applicant about the way they work, and the hiring team sees who to meet, and why. How Kit works, step by step.
What the sourcing tools say they do
Juicebox calls itself "the AI Recruiting Platform that learns how you search, so you source better talent, faster", with PeopleGPT as its plain-language search. hireEZ offers "EZ Agent: Enterprise Hiring, Run by Agents. Recruiters Decide." SeekOut describes "The agentic AI recruiting platform that runs on your terms". Gem's AI Sourcing Agent says "Search 800M+ profiles, surface your best past candidates". Findem "combines trusted people data and AI to help teams source, hire, develop, and plan their workforce".
Between them they search hundreds of millions of profiles, write personal outreach and keep past candidates warm for the next job. That is finding people. Speak to Kit starts once someone wants to talk.
What a computer sees that a CV screen misses
Bo Cowgill at Columbia Business School studied one large tech employer in 2020. Applicants an algorithm picked from their CVs, but whom human screeners had turned down, were 14% more likely to get an offer and were more productive once hired. Most of the gain came from people without a referral, an elite school or a typical CV.
A larger trial ran in 2025. Jabarian and Henkel at the University of Chicago followed about 70,000 applicants for entry-level customer service jobs. When an AI voice agent ran the first interview and people still made the decision, job offers rose 12%, starts rose 18%, and people still in the job after 30 days rose 17%. Given the choice, 78% of applicants picked the AI.
Why the top of the list matters most
In most jobs, performance is not a bell curve. Joo, Aguinis and Bradley looked at 229 samples of real output in 2017. A bell curve fitted 11 of them. A lopsided shape, with a long tail of top people, fitted about three quarters.
So the value of sourcing is not in how many people a search returns. It is in whether the few who would be outstanding get spotted. Kit speaks to each person a sourcing tool finds, about the way they work, and tells the team which ones match what a top performer delivers in that role.
How the two work together
Speak to Kit does not search the web for people and does not send outreach. It only speaks to people who choose to speak to it, so it never builds a profile on someone who has not.
- Your team runs its search and outreach in the sourcing tool, as it does today.
- The outreach message carries Kit's link, so a person can speak to Kit the same day, at any hour.
- Kit holds each person to the hiring manager's standard, the same one applicants from the advert meet.
- The team sees who to meet first, with Kit's reasons and the full conversation.
What senior searches look like
On one search, Kit spoke to 209 chief technology officers in 48 hours, and logged 71 hours of senior interviews. Each of those people had been found by someone. Kit gave every one of them a full conversation, so the hiring team could meet the strongest first rather than the first to reply.
What the team gets for each person
Past candidates kept warm in a CRM can be sent Kit's link for a new role too. Someone who was second choice last year may be the best fit for this job, and a fresh conversation shows it.
- Kit's recommendation, and its reasons in the person's own words.
- The full conversation, recorded, so anyone on the team can read what was asked and answered.
- An annotated CV: notes in the margin for what came up on the call but is not written on the CV.
- The basics in writing: right to work, pay expectations, location and notice period.
People with unusual paths
A search built on keywords finds people whose profiles use the right words. The person who would do the job best may describe their work differently, have moved sector, or have taken a career break. Kit judges the conversation, so what they have done counts more than how their profile is written.
The more profiles Kit writes for a company, the better it understands the performance culture of each team. That helps it match highly skilled people to the right team, whether or not they have the CV keywords, and including people from more diverse backgrounds.
What it is worth
Sourcing tools match on skills and experience, which explain about 11 in 100 hires that fail (Leadership IQ, more than 20,000 hires). The rest is attitude and fit. Each failed hire costs about £51,000 on an £80,000 salary, and an empty seat costs too: about 6 weeks to fill a role (SHRM median), about £9,200 of work not done on an £80,000 role. On the Talent and Enterprise plans, Kit checks in on every hire at 30 days, 90 days and a year, so a company can see what changed. For example, a phone leasing company hiring about 43 people a year has about 7 first-year leavers, costing about £251,000 a year. Halving that would be worth about £126,000 a year (estimate).