HR & Recruiting

Defensible prompting for recruiters

Use AI in recruiting with prompts that are explainable and defensible—designed to reduce risk, avoid introducing bias, and protect candidate experience (including being able to justify the approach to Legal/compliance).

Why the human is still essential here

Recruiters and TA leaders must set the hiring intent, define fairness/safety constraints, review AI outputs for accuracy and bias, and make the final human judgment calls—especially where compliance and candidate experience are at stake.

How people use this

Inclusive job description prompt template

Recruiters use a pre-approved prompt to rewrite job descriptions for clarity and inclusive language while flagging potentially biased wording before posting.

Textio / ChatGPT Enterprise

Legally safe outreach email drafts

AI drafts candidate outreach and follow-ups using a defensible prompt that enforces required disclaimers and avoids sensitive-attribute inferences, with recruiter review before sending.

Microsoft 365 Copilot (Outlook) / Gemini for Workspace

Structured interview note summarization with rubric

After interviews, AI converts notes or transcripts into an evidence-based, competency-aligned summary and scorecard that supports explainable hiring decisions.

BrightHire / Metaview

Community stories (1)

LinkedIn

How I help recruiters use AI without getting themselves in trouble

How I help recruiters use AI without getting themselves in trouble
When I worked inside Twitter, Allstate, and Capital One, I didn’t have the luxury of experimenting loudly.


Everything had to be:

defensible

explainable

safe


That’s the part no one talks about in the AI conversation.


Most recruiting leaders aren’t asking:

“What cool things can AI do?”

They’re asking:

“Will this create risk?”

“Can I explain this to Legal?”

“Does this protect candidate experience?”


That’s why I’m hosting a free session with LexDuo called:

Prompting for Professionals

This isn’t about tricks.


It’s not about replacing recruiters.

It’s about:

• Writing prompts you can defend

• Using AI without introducing bias

• Creating clarity instead of chaos

• Elevating your judgment — not automating it


AI should handle noise.

Humans handle nuance.

If you know recruiters who feel behind…

Or leaders who are curious but cautious…

Would you share this with them?

Sometimes the most helpful thing we can do is lower the temperature and bring clarity.


Here’s the link:

https://lnkd.in/dCdn5XVi


How often do you see AI conversations framed around safety instead of speed?

MW
Mike WolfordCEO, Lex duo
Mar 2, 2026