The Product

One platform, both sides of hiring

EvalQo brings AI and human judgment together — students rehearse with realistic, adaptive mock interviews, and recruiters run an evidence-backed hiring pipeline. Here’s the architecture behind each module.

01For StudentsLive now

Student Practice

Mock interviews that feel real.

Rehearse with a live AI interviewer that turns your CV and the target role into a skill model, builds a per-round blueprint, then scores every answer in real time — raising the difficulty when you’re strong, probing when you’re not. You walk away with feedback grounded in exactly what you said.

How it works

STUDENT JOURNEYadvance to the next round1Bring contextCV + JD → skill model2Plan roundsRound blueprint3Live AI interviewAdaptive · scored live4FeedbackEvidence-based5ImproveRetry · trackAdaptive enginescores each turn · adapts · probes gaps
Real-time voiceAdaptive difficultyScored every turnEvidence-based feedbackPrivate to you

Your practice transcripts and scores stay private to your account.

02For Recruiters & HRIn development

Smart Hiring

Screen smarter, shortlist faster.

The recruiter side of EvalQo — a full AI hiring pipeline. Candidates apply once, a RAG engine reads every document, a LangGraph agent ranks them against the JD with traceable evidence, and HR approves, interviews, and decides on one audit-trailed rail.

System architecture

APPLICANTSNew applicantReturningMCP INTEGRATIONSLinkedIn MCPCalendar MCPIndeed MCPATS MCPJob descriptionmust vs nice-to-have1Candidate appliesNew + returning · job link2Knowledge ingestion · RAGStrip PII · summarize · chunk3Candidate knowledge profilepgvector · facts + conflicts4Matching & ranking agentLangGraph · evidence 0–1005HR shortlist dashboardRanked · adjustable weights6Interview conductedAuto-scheduled AI avatar7Hiring decisionFull audit trail preserved“Python: 92”3 repos · 2 certs — traceable“82% match because…”AdvanceHoldReject
RAG ingestionpgvectorMCPLangGraphEvidence-backedAudit trail

RAG reads & indexes every document · the agent ranks with evidence · MCP connects external services · HR stays in control.

More modules on the way

Student Practice and Smart Hiring are just the start. We’ll reveal what’s next soon.

Coming soon

Try it in 60 seconds

No account needed — run a one-minute AI mock interview and see your feedback instantly.