Use Case: Talent Acquisition

67% of candidates ask AI about you before applying

They're already forming opinions — and you can't see what they heard. By the time they reach your recruiter, the decision is half-made based on AI narratives you never approved.

Or view a sample report first
ChatGPT

Is [Your Company] a good place to work?

Based on available information, [Your Company] has a reputation for...

⚠️ "High-pressure culture with reports of burnout..."

This is what candidates see before they even apply.

67%

ask AI before applying

73%

never tell you why they didn't apply

2-3x

higher drop-off when AI perception is negative

$0

you spend fixing a problem you can't see

What TA teams see, but can't explain

Strong drop-off early

Qualified candidates disengage before interviews, without clear feedback.

Defensive candidates

Applicants arrive skeptical, probing for red flags you didn't introduce.

Mixed expectations

Candidates misunderstand culture, workload, or leadership style.

These are perception problems, not sourcing problems.

The Shift

The first recruiter is no longer human

Before applying, candidates increasingly ask AI assistants: "Is this company toxic?" "What is the work culture really like?" "Would you recommend working there?"

The answers feel neutral and complete. They frame the candidate's mindset before any recruiter interaction.

By the time your team gets involved, the decision is half-made.

What TA teams track
  • Time to hire
  • Conversion rates
  • Offer acceptance
  • Candidate surveys
What they miss
  • AI-shaped preconceptions
  • Narrative framing around culture
  • Repeated but unverified claims
  • Silent deterrents before application

If someone never applies, they never show up in your data.

From AI narrative to hiring friction

AI frames culture as 'high pressure'
Risk-averse candidates self-select out
AI implies leadership distrust
Candidates probe aggressively in interviews
AI repeats toxicity rumors
Offer acceptance drops despite competitive pay
AI presents outdated narratives
Recent improvements go unnoticed

This makes perception a leading indicator, not a lagging one.

Benefits

What TA teams gain with visibility

See what candidates believe before they apply
Identify deterrents early
Adjust role messaging with precision
Brief recruiters with real context
Reduce late-stage surprises
Separate perception issues from process issues

TA-relevant insights in every report

  • Dominant culture narrative candidates encounter
  • Claims that discourage specific profiles
  • Confidence level of negative vs positive signals
  • Whether narratives are stable or emerging
  • Differences between AI perception and job messaging
Sample Report View
Candidate deterrent
High-confidence claim
Narrative drift
Messaging mismatch

Mini report view

Candidate deterrent flagged in engineering roles. Narrative drift noted after leadership change.

Integration

How this fits into real TA workflows

1

Before hiring pushes

  • Check AI perception before scaling hiring
  • Adjust messaging or internal prep
2

During hiring

  • Brief recruiters on candidate preconceptions
  • Address concerns proactively in interviews
3

After hiring

  • Monitor whether perception improves
  • Separate brand issues from recruiter performance
Pitch This to Leadership

"67% of candidates ask AI about us before applying. We have no visibility into what they're being told. This tool shows us the exact narratives — so we can brief recruiters, adjust messaging, and stop losing candidates to perception problems we didn't know existed. 5 minutes to set up, no integrations needed."

For TA LeadersFor Recruiting OpsFor HR Leadership

Stop losing candidates to narratives you can't see

Every day you don't monitor, candidates are making decisions based on AI answers you never approved. See what they see — in 5 minutes.

Or view a sample report first

No integrations required. No employee data needed.