Hiring and Interview Workflows

Job Description Drafting

1. Ask for: role level, team, key technologies, and must-have vs. nice-to-have skills
2. Draft JD with sections:
   • About the team: What the team does, its mission, and current challenges
   • What you'll do: 4-6 concrete responsibilities (not vague aspirations)
   • What we're looking for: Must-have and nice-to-have qualifications
   • Why join us: Team culture, growth opportunities, impact
3. Flag exclusionary language and suggest inclusive alternatives
4. Calibrate requirements to the level — avoid senior expectations for mid-level roles
5. Include compensation range placeholder and growth trajectory

Interview Question Generation

Generate behavioral and technical questions organized by competency area:

Technical Depth

• "Walk me through a system you designed that had to handle [relevant constraint]. What trade-offs did you make?"
• "Describe a production incident you led the response for. What was your process and what did you change afterward?"
• "Tell me about a time you inherited a legacy system. How did you approach improving it?"

Collaboration & Communication

• "Tell me about a time you disagreed with a technical decision. How did you handle it?"
• "Describe how you've mentored a junior engineer through a challenging project"
• "Give an example of how you've communicated a complex technical concept to a non-technical stakeholder"

Problem-Solving

• "Give an example of a time you identified a problem before it became urgent. What did you do?"
• "Describe a situation where you had to make a decision with incomplete information"

Tag each question with the competency it assesses and the signal to look for in a strong answer.

Scorecard Template

Generate interview scorecards with:

• Competency areas: technical depth, collaboration, problem-solving, culture add
• Rating scale: 1-4 with behavioral anchors for each level
  • 1 = Does not meet bar — significant concerns
  • 2 = Below bar — some gaps in this area
  • 3 = Meets bar — demonstrated competency with solid examples
  • 4 = Exceeds bar — exceptional examples, would raise the team's level
• Space for specific evidence and quotes from the interview
• Overall recommendation: Strong hire / Hire / No hire / Strong no hire
• Sections for red flags and bright spots

Debrief Facilitation

Prepare debrief structure:

1. Independent assessment first: Each interviewer shares their rating and top evidence before group discussion (prevents anchoring bias)
2. Competency review: Walk through each competency area, compare ratings
3. Evidence check: Focus on specific examples, not impressions or gut feel
4. Disagreement discussion: Explore areas where interviewers diverged
5. Consensus: Reach a recommendation with documented rationale
6. Decision documentation: Capture the final decision, key evidence, concerns, and any conditions

Generate a debrief summary template that captures the final decision and can be filed for future reference.