Use Case

AI in HR & Recruiting

A key role has been open for weeks. HR is drowning in applications while the best candidates sign elsewhere. You suspect AI could help, but where exactly, and where should humans stay in the loop? Let's think through it together.

The Problem

Why traditional hiring can't keep up

Manual screening of hundreds of applications

Every resume is opened, read, and evaluated by hand. For popular roles that means hundreds of applications, and the screening alone takes days or weeks.

Good candidates lost to slow process

Top candidates don't wait. If your response time is two weeks while competitors reply in two days, the best people are gone before you even schedule the first call.

Inconsistent onboarding

New hires get different experiences depending on who onboards them. Important steps get missed, documents get lost, and it takes weeks before someone is truly productive.

AI Approaches

Three areas you should know about

Other companies are already using these approaches. Not everything fits everyone. It's worth understanding what's possible and where the biggest effect is.

Approach 1

Intelligent application screening

AI pre-screens incoming applications against your role requirements, highlighting the most promising candidates. Your HR team still makes the final call. Instead of reading 200 resumes, they focus on the top 20.

  • Evaluates skills, experience, and role fit consistently
  • Flags potential matches your team might have overlooked
  • Human always decides. AI surfaces, doesn't select.
  • Works with PDFs, emails, and ATS uploads
92

Sarah M., Senior Developer

5 yrs React, team lead exp., matches 4/5 criteria

Strong
85

Thomas K., Full Stack Engineer

3 yrs Python, cloud certs, matches 4/5 criteria

Strong
68

Alex R., Junior Developer

1 yr exp., strong portfolio, matches 2/5 criteria

Maybe
41

12 more candidates

Below threshold, available for review

AI-ranked candidate shortlist

Open Role

Product Manager, B2B SaaS

B2B experience Agile Data-driven
AI matching

Suggested Matches

Internal: Lisa W. (currently Proj. Manager)
Past applicant: Marc D. (applied 3 mo ago)

Role-to-candidate matching

Approach 2

Candidate matching & sourcing

AI compares open roles against your talent pool, including past applicants and internal employees ready for a change. It surfaces people you might not have thought of, so you're not always starting from zero.

  • Matches skills and experience, not just keywords
  • Resurfaces past applicants who might fit new roles
  • Identifies internal candidates for open positions
Approach 3

Onboarding automation

AI helps structure and track the onboarding journey: auto-generating personalized checklists, scheduling introductions, and answering common "first week" questions. Your new hires feel supported from day one, without someone manually orchestrating every step.

  • Personalized onboarding plans based on role and department
  • Automatic reminders for documents, access, and introductions
  • New hire FAQ bot that answers common questions 24/7
  • A starting point your team adapts and improves over time

Onboarding: Lisa W. (Product Manager)

Contract signed & returned Day 0
Laptop & accounts set up Day 1
Meet the team: intro calls scheduled Today
First sprint planning (Week 2)
Auto-generated based on role · Reminders sent automatically

Questions we'll answer together

What you'll find out

No promises on numbers. Instead: the questions worth getting clear on before you touch your hiring funnel.

Where is time really lost?

Screening, scheduling, or handoffs

Where must humans stay?

The calls AI should never make

What's one safe first step?

Low-risk test with a clear signal

Is it worth it for you?

Honest answer after the first prototype

Our Approach

Your sparring partners for AI

Monthly companionship, one dedicated contact, cancel any time. Your HR team builds its own judgement on AI step by step and needs us less over time.

1

One contact, every month

One person who knows your roles, your team and your hiring reality. We think together about the next question worth tackling.

2

Try it out together

We build one small, concrete thing together. No slide decks. You'll see for yourself whether it helps before you commit to anything bigger.

3

You stay in charge

Cancel any time. The goal is that after a few months you can judge the next AI question for HR on your own.

Is this for you?

AI in HR makes sense if...

You receive more applications than your team can screen quickly
Good candidates drop off because your process takes too long
Onboarding varies depending on who handles it
Your HR team spends too much time on repetitive admin
You're hiring for multiple roles simultaneously
You want to explore AI in HR but need a safe starting point

Let's think through your recruiting together

In a free Sparring Call we look at your hiring process and where one small test could tell you the most. No commitment, 30 minutes.