Skolarli runs structured case-study assessments — proctored, AI-scribed, scored against calibrated rubrics. Powered by Caselets, our methodology for evaluating how candidates think through ambiguity, build arguments, and recommend decisions under pressure.
To prioritize the roadmap with limited engineering capacity, I'd weigh three factors:
1. Revenue impact vs. effort — I'd map each feature against ARR uplift and engineering weeks. The 3 highest revenue-per-week features get priority.
2. Strategic alignment — even if a feature is high-effort, if it locks in a moat (e.g., AI proctoring), it warrants disproportionate investment.
3. Customer commitment — features promised in deal cycles take precedence over speculative bets...
Product managers, business analysts, strategy hires, consultants, and operations leaders don't get hired for knowing the right answer. They get hired for being able to structure a problem, surface the right tradeoffs, and recommend a decision they can defend. Multiple-choice tests don't measure any of that. Generic interviews are inconsistent across panels.
Skolarli's case-study interviews — built on the Caselets methodology — give you a structured view of how a candidate actually reasons. The candidate writes (or speaks) through a real workplace scenario. SkoAI provides quality scoring, identifies structural strengths, and surfaces gaps. Your hiring manager makes the final call. The dossier captures it all — defensible, comparable, and ready to share with the interview panel.
Each category contains caselets calibrated for difficulty and role-specific context. Mix categories to build the round that fits your hiring loop.
Prioritization, roadmap tradeoffs, feature decisions, and product-market positioning. Tests how candidates reason about scope, value, and constraints.
Go/no-go decisions for new markets, market sizing exercises, and competitive response scenarios. The classic consulting case format, adapted for tech and SaaS contexts.
Interpreting data, surfacing insights, and recommending next actions. Candidates work with realistic data sets and ambiguous business questions — exactly what BA roles do daily.
Workflow design, bottleneck identification, and process improvement scenarios. Tests systems thinking — how candidates view a process end-to-end and where they look first when something breaks.
Handling competing priorities, escalations, and conflicts among stakeholders. The "soft skill" cases that PM and program manager roles fail at — but the ones that predict on-the-job success best.
Unit economics, market sizing arithmetic, financial reasoning, and quantitative tradeoff analysis. Tests numerical fluency under time pressure — critical for analyst, finance, and consulting hires.
Most case-study assessments fail because human evaluators are inconsistent. Skolarli adds an AI layer that scores against a rubric — but keeps humans in the decision seat.
Every candidate response gets a quality score, identified strengths, areas to probe, and a recommended mark — all generated by SkoAI against your defined rubric. No more "we'll look at it later that never happens" backlogs.
SkoAI's score is an input to your evaluator's decision — never the decision itself. The human reviewer reads the response, sees the AI analysis, and assigns the final mark. Defensible under DPDP, GDPR, and emerging AI hiring regulations.
For high-stakes case rounds, run inside the Skolarli Integrity Browser. AI tools blocked at the OS level — ChatGPT can't write the candidate's strategy memo for them, regardless of how well they prompt.
Every caselet ships with a documented rubric — best-answer framework, scoring dimensions, and red-flag patterns. Different evaluators arrive at comparable scores. Hiring decisions hold up under scrutiny.
Have postmortems, OKR docs, or strategy briefs you want to test against? SkoAI Quiz can generate calibrated caselets from your own materials. Cases stay private to your tenant — never shared with the public bank.
Every caselet response, SkoAI analysis, evaluator scores, and final recommendation — bundled into a single export-ready candidate brief that the entire hiring panel can review.
Book a 30-minute walkthrough. We'll show you live caselets being scored — candidate response, SkoAI analysis, and human evaluator decisions — end-to-end.