Company Context

HireLoop is a mid-stage recruiting platform used by 6,000 employers and roughly 4 million job seekers annually. Its revenue comes from employer subscriptions, and it competes on candidate experience and faster hiring workflows rather than lowest cost.

Problem

HireLoop's HR interview product is strong at scheduling and note-taking, but candidate-fit assessment is inconsistent. Internal research shows 38% of candidates leave HR screens unclear on whether the role actually matches their goals, while 27% of hiring teams report late-stage drop-off because candidates discover misalignment only after multiple rounds. Employers want better signal on motivation and fit, and candidates want a clearer way to assess whether a role suits them overall.

The VP of Product wants a lightweight product experience that helps candidates assess their suitability for a role during or immediately after the HR interview, while also helping recruiters surface mutual fit earlier. The solution should improve match quality without making the HR screen feel robotic or overly evaluative.

Deliverables

1. Define the primary user problem and identify the most important user segment to prioritize.
2. Propose a product solution or feature set that helps candidates assess role suitability during the HR interview process.
3. Explain how you would prioritize the MVP versus later enhancements.
4. Define success metrics and how you would validate product-market fit.
5. Discuss key trade-offs and risks for both candidates and recruiters.

Constraints

• MVP must launch within 10 weeks.
• Only 1 designer, 3 engineers, and 1 data analyst are available.
• The product cannot require major changes to employers' existing ATS integrations.
• The experience must not increase average HR screen length by more than 5 minutes.
• Legal and compliance teams require that the tool support fair, non-discriminatory interviewing practices.