AI interviews that know the job.
Knowledge Packs give our AI interviewer the expertise of your best hiring manager: role-specific skills, seniority-calibrated depth, and the red flags experts listen for. In any industry, for any role.
- Knows the role.
- Skills and context built for the specific job, not a template.
- Knows the domain.
- Questions fit the industry and the market. An HR executive in the EU and one in the US answer to different compliance rules, so they get different questions.
- Knows the level.
- Four-step depth ladders separate fresher, mid-level, senior and head answers.
- Knows when to dig.
- Smart follow-ups probe thin answers and escalate strong ones.
Generic AI asks questions. Knowledge Packs ask the right follow-up.
A generic AI interviewer asks, “Tell me about your experience with APIs.” A Knowledge Pack asks about idempotency under retries, then pushes on how they would handle ten times the traffic, then checks whether they have actually owned that decision.
Same thirty minutes. Very different signal. Generic questions get rehearsed answers, and rehearsed answers hide whether someone can actually do the job.
What strong hiring managers do
- They know the skills that matter
- Not forty keywords, but the six to eight things that predict success in the role.
- They know what depth sounds like
- A junior describes what they did. A senior explains why, what they traded off, and what they would do differently.
- They listen for signals
- Ownership language, specific numbers and honest mistakes are green flags. Buzzwords, vague “we did” answers and theory-only responses are red flags.
- They adapt
- A good answer gets escalated. A thin answer gets probed. A strong specialist gets a lateral question to test breadth.
- They calibrate to the level
- You do not ask a director to whiteboard a for-loop, and you do not expect a new graduate to design an org structure.
None of this is magic. It is expertise, and expertise can be written down.
Four levels per skill, in any line of work.
A fresher and a head of function get genuinely different interviews. Pick an industry to see what changes and what does not.
Backend engineerSkill: Reliability at scale
- Level 3
Fresher. Can explain what a retry is and why it might create duplicates.
- Level 5
Mid-level. Has made a write idempotent in production and can show how.
- Level 7
Senior. Weighs queues, keys and consistency, and says what breaks at ten times the traffic.
- Level 9
Head. Sets the reliability bar across teams, and defends what they chose not to build.
- Green flag
- Specific numbers, honest mistakes, “I decided”
- Red flag
- “We did” with no owner, answers that stay at theory
Clinical research associateSkill: Protocol deviations
- Level 3
Fresher. Can define a protocol deviation and say who needs to be told.
- Level 5
Mid-level. Has documented deviations on site visits and followed them through to closure.
- Level 7
Senior. Spots patterns across sites and changes the monitoring plan in response.
- Level 9
Head. Owns risk-based monitoring strategy and answers for it at inspection.
- Green flag
- Walks through a real deviation from start to finish
- Red flag
- Recites the guideline with no site example behind it
Corporate lawyerSkill: Negotiating risk
- Level 3
Fresher. Can explain what an indemnity does and find one in a draft.
- Level 5
Mid-level. Has negotiated liability caps and can say what was traded for them.
- Level 7
Senior. Structures risk across a deal and advises the client when to walk away.
- Level 9
Head. Sets the firm’s position on deal risk and takes the call when partners disagree.
- Green flag
- Talks about who carries the risk, and why
- Red flag
- Talks about negotiation without mentioning risk allocation
Bank operations leadSkill: Reconciliation and controls
- Level 3
Fresher. Knows how a daily reconciliation runs and what counts as a break.
- Level 5
Mid-level. Has investigated and cleared aged breaks, and can explain the root cause.
- Level 7
Senior. Redesigned a control after a recurring failure, and can show that it held.
- Level 9
Head. Owns operational risk across processes and answers to audit for it.
- Green flag
- Names the control, the failure and the fix
- Red flag
- Describes the process with no failure it ever caught
Store managerSkill: Retail operations
- Level 3
Fresher. Can read a daily sales report and count stock accurately.
- Level 5
Mid-level. Runs inventory, staff rosters and daily sales for one store.
- Level 7
Senior. Turned around an underperforming store and can say which numbers moved.
- Level 9
Head. Sets operating standards across a region and holds stores to them.
- Green flag
- Knows their numbers without looking them up
- Red flag
- Talks about customer service with no result attached
Plant supervisorSkill: Line safety and output
- Level 3
Fresher. Follows standard work and knows what to do when a line stops.
- Level 5
Mid-level. Leads a shift and runs root cause on a recurring stoppage.
- Level 7
Senior. Balances output against safety and quality, and has held that line under pressure.
- Level 9
Head. Owns a plant’s operating system and its safety record.
- Green flag
- Describes a time they stopped the line, and why
- Red flag
- Treats output and safety as someone else’s problem
Illustrative examples written to show how depth changes with the role. They are not excerpts from a pack.
How it follows up
- Opener
- Starts where this candidate's resume and gaps say to start.
- Probe
- A thin answer gets a harder look: how, what broke, how you know.
- Escalate
- A strong answer raises the bar to the next level.
- Lateral
- A strong specialist gets a sideways question to test breadth.
- Rapid fire
- A quick run of checks to confirm range.
Role-aware style
Individual Contributor interviews go hands-on. Hybrid interviews test judgment and trade-offs. Leadership interviews probe people and strategy. The interviewer also already knows the gaps screening found, and spends its time where it matters.
Inside a pack
- Core skills
- The skills that matter for the role, with prerequisites mapped.
- Depth ladders
- What answers look like at levels 3, 5, 7 and 9, with indicators at each rung.
- Signals
- The green and red flags experienced interviewers listen for.
- Question progressions
- How to open, probe, escalate, go lateral or run rapid-fire checks.
- Rubric dimensions
- Weighted, so scoring is consistent and explainable.
- Archetype profiles
- Shift the emphasis for your team, such as a hands-on IC or a hybrid tech lead.
- Industry and market notes
- Keep questions relevant to the domain and to the rules of the candidate's market.
Delivered lean. Before the interview, the AI receives a short brief on the handful of skills that matter most for this candidate and role. During the conversation, it pulls targeted guidance for the skill being discussed. The interviewer stays focused, and the expertise shows up where it counts.
Ready-made, or built around your role.
Hundreds of ready-to-use Knowledge Packs across roles, seniority levels and domains, each customizable to your needs. Attach one when you schedule the interview, read what it will assess, and go.
We also create custom packs specific to your domain and hiring needs. They capture what a job description never says, such as what your best people do differently and what you will not compromise on, and they are reviewed with your hiring managers before going live.
What changes for your team
- Shortlists you trust
- Candidates are evaluated on demonstrated depth, not rehearsed delivery.
- Fairer comparisons
- Every candidate for a role is judged against the same rubric and the same signals.
- Seniority measured, not guessed
- Depth targets come from the scope someone has actually handled, not years on a CV.
- Specialist roles at scale
- Screen specialist roles without a domain expert on every first-round call.
- Explainable scores
- Hiring managers can see which signals drove an assessment.
- One standard, end to end
- SkillBoard assessments draw on the same industry, domain and job context as the interview.
Questions about packs
Tell us the role you find hardest to screen.
We’ll show you a pack-driven interview for it.