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AI Recruiting: Where it Helps (and Where it Can Hurt)

Written by
Courtney Grace
Published
May 1, 2025
AI Recruiting
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When used with the best intentions, AI recruiting is a force multiplier. It can help resume screen faster, send automated email sequences, and personalize career microsites down to individual candidates. With it, talent teams can save time, reach more qualified candidates, and deliver a better overall candidate experience.

AI is already a regular part of most talent teams’ techstacks, but the best ones aren’t automating every part of the recruiting process.

That’s because AI cannot — and should not — to replace the human side of hiring, but rather, should amplify it. The real question isn’t if you should use AI in recruiting; it’s where does AI make the biggest impact (and then where do you draw the line?).

Let’s cover all things AI recruiting: where you’ll get the most leverage, how to track its impact, and what parts of the process still demand a human touch.

Where AI Gives You Leverage in Recruiting ✅

1. Sourcing Top Talent

AI is a game-changer for sourcing. Modern tools can crawl the web, match candidates based on skills (not just job titles), and surface potential fits from your existing database in seconds. You’re no longer limited to only those who have already applied or who’s active on LinkedIn this week.

Whether it’s an internal CRM, a career site that recommends jobs based on behavior, or an AI-powered sourcing platform, the ability to predictively match talent to roles can dramatically reduce time-to-fill.

Impact to watch:

  • Increased pipeline volume
  • Reduced sourcing time
  • Improved quality-of-hire (when matched intelligently to role fit)

💡 AI can do the heavy lifting of sourcing top talent, but you still need to convince your candidates you’re the right fit. Here’s how to evaluate candidate experience tools for a one-two recruiting punch.

2. Personalizing (and Scaling) Candidate Engagement

Most candidate outreach is forgettable, generic, and downright easy to ignore. AI can help personalize every touchpoint of your candidate engagement.

From dynamic content on your career site to personalized follow-ups after an application to tailored nurture campaigns based on where someone is in the funnel, AI lets you treat people like people, whether you’re hiring for a single role or dozens.

With AI recruiting, some tools help you track candidate behavior and respond with the right message in a timely manner. Maybe a candidate has viewed a role more than once — you can set up time to chat with the hiring manager or send them a personalized email asking if they have any more questions about the opportunity. AI can also follow up if candidates have dropped off during the application process.

Impact to watch:

  • Higher apply rates
  • Increased candidate engagement
  • Reduced drop-off and ghosting

3. Automating Repetitive Work

No one joins talent acquisition to manually schedule interviews, chase hiring manager feedback, or copy-paste job descriptions.

AI and automation tools can take over repetitive admin tasks like resume screening, interview scheduling, rejection emails — even building the first draft of a job post. This frees your team up to focus on the higher-impact work: building relationships, crafting better outreach, and advising the business.

Impact to watch:

  • Time saved on menial tasks
  • Faster speed-to-interview
  • More time spent on strategic work

When it comes to AI recruiting, remember: Automate tasks, not relationships. Let’s talk about the parts of recruiting and talent acquisition you shouldn’t turn to AI for.

What AI Shouldn’t Automate in Recruiting 🚫

As great as AI recruiting can be to automate certain tasks, streamline processes, and personalize candidate engagement, there are parts of recruiting that should stay deeply human because candidates don’t want to be just another lead in a funnel. 

They want connection, clarity, and respect.

Here’s what not to automate:

1. Initial Live Conversations

Screening calls, hiring manager chats, and intro interviews are all still best done human-to-human. These early conversations build trust and let you gauge nuance that AI can’t pick up, like culture fit.

2. Giving Feedback or Closing Candidates

Letting someone down? Selling them on the offer? Those are sensitive, emotional moments. No chatbot, no matter how well-trained, should handle that.

3. Creating a Sense of Belonging

Candidates remember how you made them feel. No algorithm can replicate genuine empathy, transparency, or enthusiasm about their potential.

AI Recruiting and Metrics That Matter

If you’re experimenting with AI tools, make sure you’re tracking real business outcomes, not just activity. 

Here are 5 important KPIs to monitor:

  1. Time-to-fill: Is AI helping you move faster and putting candidates in seats quicker?
  2. Source of hire: Are AI-powered sources surfacing better, more qualified talent?
  3. Apply-to-interview rate: Are personalization efforts increasing conversion?
  4. Candidate satisfaction: Are people still feeling seen and respected?
  5. Recruiter efficiency: Is your team spending more time on high-value work?

AI Recruiting 🤝 Genuine Human Connection: That’s Where Puck Excels

AI can help you find more people, engage them more efficiently, and make your workflows smarter, but it can’t replace the human parts of hiring; the conversations, the judgment calls, the trust you build when you show up with honesty and clarity. 

That’s where great talent teams shine.

With Puck, our built-in AI handles the heavy lifting so your team can do what it does best: build relationships that lead to great hires. See how companies like Prenuvo can extend 8% more offers while saving 90 minutes per hire with our AI-led candidate engagement solutions.

Want to see how Puck helps you scale personalized engagement without losing the human touch? Book a demo and see our capabilities in action.

See what Puck can do for you

Explore how Puck has helped companies in Tech, Retail, and Healthcare hire better and faster

AI Recruiting: Where it Helps (and Where it Can Hurt)

May 1, 2025

Courtney Grace

When used with the best intentions, AI recruiting is a force multiplier. It can help resume screen faster, send automated email sequences, and personalize career microsites down to individual candidates. With it, talent teams can save time, reach more qualified candidates, and deliver a better overall candidate experience.

AI is already a regular part of most talent teams’ techstacks, but the best ones aren’t automating every part of the recruiting process.

That’s because AI cannot — and should not — to replace the human side of hiring, but rather, should amplify it. The real question isn’t if you should use AI in recruiting; it’s where does AI make the biggest impact (and then where do you draw the line?).

Let’s cover all things AI recruiting: where you’ll get the most leverage, how to track its impact, and what parts of the process still demand a human touch.

Where AI Gives You Leverage in Recruiting ✅

1. Sourcing Top Talent

AI is a game-changer for sourcing. Modern tools can crawl the web, match candidates based on skills (not just job titles), and surface potential fits from your existing database in seconds. You’re no longer limited to only those who have already applied or who’s active on LinkedIn this week.

Whether it’s an internal CRM, a career site that recommends jobs based on behavior, or an AI-powered sourcing platform, the ability to predictively match talent to roles can dramatically reduce time-to-fill.

Impact to watch:

  • Increased pipeline volume
  • Reduced sourcing time
  • Improved quality-of-hire (when matched intelligently to role fit)

💡 AI can do the heavy lifting of sourcing top talent, but you still need to convince your candidates you’re the right fit. Here’s how to evaluate candidate experience tools for a one-two recruiting punch.

2. Personalizing (and Scaling) Candidate Engagement

Most candidate outreach is forgettable, generic, and downright easy to ignore. AI can help personalize every touchpoint of your candidate engagement.

From dynamic content on your career site to personalized follow-ups after an application to tailored nurture campaigns based on where someone is in the funnel, AI lets you treat people like people, whether you’re hiring for a single role or dozens.

With AI recruiting, some tools help you track candidate behavior and respond with the right message in a timely manner. Maybe a candidate has viewed a role more than once — you can set up time to chat with the hiring manager or send them a personalized email asking if they have any more questions about the opportunity. AI can also follow up if candidates have dropped off during the application process.

Impact to watch:

  • Higher apply rates
  • Increased candidate engagement
  • Reduced drop-off and ghosting

3. Automating Repetitive Work

No one joins talent acquisition to manually schedule interviews, chase hiring manager feedback, or copy-paste job descriptions.

AI and automation tools can take over repetitive admin tasks like resume screening, interview scheduling, rejection emails — even building the first draft of a job post. This frees your team up to focus on the higher-impact work: building relationships, crafting better outreach, and advising the business.

Impact to watch:

  • Time saved on menial tasks
  • Faster speed-to-interview
  • More time spent on strategic work

When it comes to AI recruiting, remember: Automate tasks, not relationships. Let’s talk about the parts of recruiting and talent acquisition you shouldn’t turn to AI for.

What AI Shouldn’t Automate in Recruiting 🚫

As great as AI recruiting can be to automate certain tasks, streamline processes, and personalize candidate engagement, there are parts of recruiting that should stay deeply human because candidates don’t want to be just another lead in a funnel. 

They want connection, clarity, and respect.

Here’s what not to automate:

1. Initial Live Conversations

Screening calls, hiring manager chats, and intro interviews are all still best done human-to-human. These early conversations build trust and let you gauge nuance that AI can’t pick up, like culture fit.

2. Giving Feedback or Closing Candidates

Letting someone down? Selling them on the offer? Those are sensitive, emotional moments. No chatbot, no matter how well-trained, should handle that.

3. Creating a Sense of Belonging

Candidates remember how you made them feel. No algorithm can replicate genuine empathy, transparency, or enthusiasm about their potential.

AI Recruiting and Metrics That Matter

If you’re experimenting with AI tools, make sure you’re tracking real business outcomes, not just activity. 

Here are 5 important KPIs to monitor:

  1. Time-to-fill: Is AI helping you move faster and putting candidates in seats quicker?
  2. Source of hire: Are AI-powered sources surfacing better, more qualified talent?
  3. Apply-to-interview rate: Are personalization efforts increasing conversion?
  4. Candidate satisfaction: Are people still feeling seen and respected?
  5. Recruiter efficiency: Is your team spending more time on high-value work?

AI Recruiting 🤝 Genuine Human Connection: That’s Where Puck Excels

AI can help you find more people, engage them more efficiently, and make your workflows smarter, but it can’t replace the human parts of hiring; the conversations, the judgment calls, the trust you build when you show up with honesty and clarity. 

That’s where great talent teams shine.

With Puck, our built-in AI handles the heavy lifting so your team can do what it does best: build relationships that lead to great hires. See how companies like Prenuvo can extend 8% more offers while saving 90 minutes per hire with our AI-led candidate engagement solutions.

Want to see how Puck helps you scale personalized engagement without losing the human touch? Book a demo and see our capabilities in action.

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