See what the assessment tells you about each applicant
Automated Recruiter does more than assign a score. The job-specific rubric explains why an applicant is worth speaking to, why a close-looking profile may still be a poor fit, and gives you expert-level interview questions with hints so you walk in prepared. You spend less time on mismatches and more time on conversations that actually test the role.
Examples are anonymized and simplified for demonstration.
Assessment examples
How the rubric saves time and sharpens interviews
Each industry pairs one applicant worth speaking to with one near miss for the same role. Both use the same rubric categories; only the points and evidence change from applicant to applicant. Strong-fit cards add a sharp interview question and what a good answer includes. Near-miss cards show where the rubric disagrees with a resume skim so you do not burn a call proving the gap yourself.
Technical Recruiting
Agentic AI architect: production AI delivery, workflow orchestration, API and data integration, evaluation discipline, governance, and technical leadership.
Worth speaking to
Excellent Fit
Rubric snapshot
Multi-agent orchestration, tool use, and clear failure modes in production.
Shipped workflows with measurement, iteration, and stakeholder visibility.
APIs, schemas, and ownership across services and data stores.
Strong signal across architecture, delivery, and governance so the first interview can go deep, not exploratory.
Screening question
Tell me about the most complex agentic workflow you designed, where it failed in production, and how you made it safer without slowing the business down.
A good answer includes: tool orchestration, guardrails, evals, observability, human escalation, rollback paths, data contracts, latency tradeoffs, and measurable business impact.
Looks close, but misses
Did Not Pass
Rubric snapshot
Solid stack and features work, but weak match to the role's preferred platform and weaker end-to-end agentic architecture ownership.
Real production AI delivery with a thinner story on evaluation loops, guardrails, and how quality is measured over time.
API-driven work without enough evidence of owning schemas, contracts, and cross-service data boundaries the role expects.
The rubric found real production AI and API work, but not enough proof the applicant owns agentic architecture the way this job requires.
What you learn
The background looked technical enough to warrant a look, but the assessment showed a likely platform and ownership gap. Skipping the call avoids spending time on a mismatch the rubric already surfaced.
Manufacturing
Quality inspector: blueprint reading, tolerances, precision tools, NCR documentation, and production-floor judgment.
Worth speaking to
Strong Fit
Rubric snapshot
Reads drawings, interprets tolerances, and ties measurements back to specs.
Hands-on use of calipers, micrometers, and repeat verification discipline.
Nonconformance handling, traceability, and communication with production.
Enough depth that the interview can focus on judgment under pressure, not basic tool literacy.
Screening question
Walk me through a time you found a dimensional issue on the floor and had to decide whether to stop, rework, or escalate the part.
A good answer includes: blueprint tolerance review, tool selection, repeat measurement, documentation, communication with production, and clear escalation criteria.
Looks close, but misses
Did Not Pass
Rubric snapshot
Manufacturing exposure, but limited proof of reading drawings and tolerances under real production conditions.
Some measurement tasks without consistent caliper or micrometer discipline and repeat verification.
Inbound or general quality support without strong nonconformance documentation and escalation judgment.
The rubric found manufacturing familiarity but not the inspection rigor this job depends on.
What you learn
The applicant looked close on paper, but the assessment pointed to a shallow inspection story. That is a first-interview failure mode the rubric flags early so you do not lose an hour confirming it live.
Finance
FP&A manager: forecast ownership, budgeting, variance analysis, executive reporting, business partnership, ERP or BI fluency.
Worth speaking to
Strong Fit
Rubric snapshot
Rolling forecasts, drivers, and replanning when reality diverges.
Clear variance stories and recommendations leadership can act on.
Working with operators and sales on tradeoffs, not only closing books.
The interview can focus on judgment and influence, not whether they have ever seen a forecast model.
Screening question
Tell me about a forecast you owned that moved materially against plan. What changed, and how did you guide the business response?
A good answer includes: driver-based analysis, variance explanation, stakeholder alignment, scenario planning, data validation, and a decision the business made from the analysis.
Looks close, but misses
Did Not Pass
Rubric snapshot
Strong reporting rhythm, but limited proof of owning drivers, replanning, and the full forecast cycle versus supporting it.
Clear management reporting, but thinner evidence of shaping executive-ready narratives and recommended actions.
Collaborates on requests, but limited proof of advising operators or sales through tradeoffs and decisions.
The rubric separates solid reporting from the FP&A partnership depth this seat needs.
What you learn
The profile looked finance-adjacent, but the assessment showed a better match for reporting-heavy work than for owning the forecast and advising leaders through tradeoffs. That clarity costs less than a mis-hire conversation or a wasted leadership interview.
Sales & Marketing
Demand generation manager: campaign ownership, attribution, marketing ops, sales alignment, pipeline accountability.
Worth speaking to
Strong Fit
Rubric snapshot
End-to-end ownership from strategy through reporting, not only execution tickets.
HubSpot or Salesforce alignment, clean stages, and credible reporting.
Joint planning and feedback loops that improve pipeline quality.
You can spend the interview validating revenue judgment, not decoding what they actually owned.
Screening question
Which campaign did you personally own from strategy through reporting, and how did you prove it created qualified pipeline?
A good answer includes: audience choice, channel mix, CRM hygiene, attribution method, sales feedback, conversion metrics, and what changed after the campaign.
Looks close, but misses
Did Not Pass
Rubric snapshot
Hands-on execution and launches without clear end-to-end ownership from strategy through reporting.
Tool familiarity without enough proof of defining attribution, defending pipeline credit, or keeping CRM stages credible.
Activity and updates without strong joint accountability with sales on pipeline quality and revenue outcomes.
The rubric found marketing motion without enough revenue-and-attribution spine for this role.
What you learn
The resume looked busy with campaigns, but the assessment showed a support profile rather than a pipeline owner. You avoid paying for a senior interview that would likely end in "great execution, wrong scope."
Medical / Nursing
RN case manager: license, discharge planning, care coordination, EMR documentation, interdisciplinary communication, utilization awareness.
Worth speaking to
Good Fit
Rubric snapshot
Discharge planning with barriers, handoffs, and follow-up accountability.
Clear, timely documentation that supports interdisciplinary care.
Evidence of owning coordination beyond routine bedside tasks.
The interview can focus on complex cases and judgment, not basic clinical eligibility.
Screening question
Tell me about a difficult discharge plan you coordinated where the patient had medical, family, and coverage barriers.
A good answer includes: care-team coordination, documentation, family communication, payer or utilization awareness, follow-up planning, and patient-safety judgment.
Looks close, but misses
Did Not Pass
Rubric snapshot
Strong bedside and discharge exposure, but thinner evidence of owning complex coordination across barriers and follow-through.
Adequate charting, but less evidence of documentation that drives interdisciplinary handoffs and case progression.
Limited formal case-management ownership, utilization awareness, and payer or length-of-stay navigation for this seat.
The rubric found strong bedside experience without enough case-management depth for this job.
What you learn
The applicant looked clinically solid, but the assessment showed the wrong concentration for a case manager seat. You protect clinician time and avoid a polite interview that does not change the hire decision.
Construction
Commercial construction project manager: schedule control, subcontractors, budget and change orders, safety, client communication, field execution.
Worth speaking to
Strong Fit
Rubric snapshot
Owns sequencing, float, and recovery when trades slip.
Field communication, RFIs, and holding subs accountable on quality and pace.
Tracks cost, scope drift, and client alignment on changes.
The interview can stress-test tradeoffs under real site pressure instead of re-reading a generic PM resume.
Screening question
Walk me through a project where schedule risk hit the critical path. What did you decide, and who did you coordinate?
A good answer includes: critical-path thinking, subcontractor sequencing, client communication, safety impact, budget or change-order tradeoffs, and personal decision ownership.
Looks close, but misses
Did Not Pass
Rubric snapshot
Field coordination and updates without enough evidence of owning critical-path recovery and sequencing decisions.
Comfortable communicating onsite, but limited proof of holding subcontractors accountable on pace, quality, and RFIs.
Limited evidence of owning cost, forecasts, or change-order discipline through scope drift.
The rubric found adjacent construction experience without enough PM ownership for commercial complexity.
What you learn
The applicant looked relevant in construction, but the assessment pointed to a coordinator ceiling. You skip a site-heavy interview that would likely expose budget and scope gaps in the first fifteen minutes.
What you see after a full review
Instead of a generic AI summary, you get practical output you can use immediately.
Structured scoring
A score and category breakdown tied to the scorecard created for that specific role.
Clear decision context
Strengths, gaps, risks, and red flags that explain why an applicant should or should not move forward.
Decision-ready details
Location fit, employment gaps, and short-stint patterns that help you triage faster.
Better next questions
Interview questions tied to the open job and each applicant, with hints on what a strong answer should sound like during the conversation.
Designed to adapt to more than one kind of hiring
The same workflow can support technical recruiting, manufacturing, finance, sales and marketing, healthcare, construction, and other specialized roles. The goal is not to force every role into the same job template. It is to create a consistent way to move from messy intake to more informed applicant decisions.
See it on your next open role
Bring the notes you already have, let the platform do the early sorting, and move faster on the applicants who are actually worth a conversation. When you do meet them, you already know what to ask and what a strong answer sounds like. Pricing shows how plans map to assessment volume.