One source of context
The requirement created for a role should guide every evaluation that follows.
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Exterview · 0→1 enterprise AI product
We saw an opportunity to make hiring think as one system.
We built Exterview as a connected intelligence layer for enterprise hiring—carrying the context established for a role through evaluation, interviews, decisions, offers, and onboarding.
0→1 product designEnterprise SaaSAgentic AI
Scroll to build the system ↓
01 / The opportunity
Hiring already had tools for storing applications, scheduling interviews, and tracking stages.
The bigger opportunity was connecting the intelligence between them.
One accumulating record
Every stage should add evidence instead of restarting the candidate conversation.
One governed decision
AI can act across the workflow while people retain authority over the outcome.
02 / Product thesis
One role context.Every hiring stage.One defensible decision.
Role
Define the requirement
Match
Interpret candidate fit
Evaluate
Add structured evidence
Decide
Compare with context
Offer
Carry the decision forward
Onboard
Turn acceptance into readiness
03 / How the product took shape
We designed the product model and the interface together.
There was no single established product pattern to inherit. The work was deciding what the system should understand, how evidence should travel, where AI should act, and where people must stay in control.
Map the operating system
We mapped daily hiring work and the enterprise layer beneath it—from jobs and candidates to customers, configuration, permissions, credits, and audit activity.
Define the unit of value
The candidate was moving through the funnel, but evidence was the product value that needed to survive every handoff.
Make the role the source
Skills, criteria, stages, questions, and scoring logic begin with the role, creating one reference point for every evaluation that follows.
Build for human authority
AI can prepare, coordinate, and consolidate. People remain responsible for consequential employment decisions.
04 / Role intelligence
Make the role the source of truth.
A role begins as hiring intent. Exterview turns it into criteria, skills, stages, questions, and evaluation logic that the rest of the system can inherit.
05 / The connected product
Every stage becomes more useful because it remembers what came before.
Evaluate
Organize assessments around the role—not around another disconnected tool.
Job-level assessment states reveal invitations, active attempts, completion, pass, fail, and pending work while keeping the hiring context visible.
Compare
Turn every candidate into an evolving evidence record.
The overview supports fast scanning across many candidates while preserving match indicators, stage signals, progress, reports, and interview evidence for deeper inspection.
- Scan many candidates quickly
- Understand why one stands out
- Inspect the evidence behind the signal
- Decide without losing the role context
01 / Video placeholder
Candidate intelligence in motion
Reserved for the walkthrough showing how candidate evidence accumulates across evaluation stages.
Footage will be added when supplied
Orchestrate
Smaya connects intent, evidence, execution, and approval.
The opportunity was larger than a chat interface. Smaya became the coordinating layer: helping configure roles, prepare workflows, consolidate evidence, and surface moments that require human authority.
Hiring signalsRole contextWorkflow executionHuman approval
02 / Video placeholder
Smaya orchestration
Reserved for footage demonstrating the agentic workflow and the points where recruiters review or approve actions.
Footage will be added when supplied
Carry the decision beyond selection.
The recruiter and candidate experiences connect offer creation, status, compensation, documents, verification, signing, and next steps—reducing the context lost in the final handoff.
06 / The invisible foundation
The customer sees the workflow. The product survives because of what sits beneath it.
Enterprise readiness required daily hiring work and deep administration to feel like two layers of the same product.
Organizations, users, pipelines, skills, templates, tasks, and knowledge.
Permissions, integrations, activity, notifications, and usage controls.
A focused recruiter surface that does not expose every administrative decision.
07 / Business value
Business impact begins with a product mechanism.
Until internal performance evidence is confirmed, the case study connects each design move to the business value it was built to enable—without presenting marketing claims as measured design outcomes.
Recruiter capacity
Design mechanismOne operational view, automated setup, and action-led notifications.
Business valueLess coordination work and faster identification of what needs attention.
Decision consistency
Design mechanismRole-aligned criteria and evidence that accumulates across stages.
Business valueMore comparable evaluations and less dependence on memory or momentum.
Enterprise confidence
Design mechanismConfiguration, permissions, integrations, usage controls, and inspectable activity.
Business valueA clearer path from an AI demo to an enterprise-operable product.
Product scalability
Design mechanismShared interaction patterns and the Exterview design system beneath the application.
Business valueA product foundation that can expand without becoming a different interface for every workflow.
08 / Product footage
The page is ready for the real product in motion.
These placeholders preserve the final narrative positions. The supplied videos can replace them without changing the page structure or story.
03 / Video placeholder
End-to-end product walkthrough
Reserved for the final overview connecting role creation, evaluation, decisions, offers, and enterprise controls.
Footage will be added when supplied
09 / Foundation for scale
The application made the system necessary. The system made the application scalable.
The companion case study shows how tokens, components, tables, charts, states, and navigation were structured to support Exterview’s expanding enterprise product.
Explore the Exterview design system ↗