GuideEvery HireGEN score is traceable to the evidence behind it.See how evidence labels work →
HireGEN
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Shortlist by trusted signal.

HireGEN replaces first-pass resume screening with an evidence-first shortlist: direct proof, logical transfer, missing proof, badge status, risk flags, and the next action a recruiter can take without pretending uncertainty is certainty.

Every candidate on this page is a fictional sample profile, shown to illustrate the recruiter view.

Open search
RoleSenior AI Systems Engineer (sample search)
Shortlist3 candidates
ReplacesFirst-pass resume screening
Next stepShortlist, lab, or reject for now
What this replaces

Resume screen

Direct proof and missing proof visible in one pass

What this replaces

Initial tech filter

Weak or uncertain gaps can be sent to lab before interview

What this replaces

Proof review

Badges, risk flags, and evidence level stay attached to each profile

PA
Rank #12 years

Priya A.

Freelance frontend developer · Hyderabad · Remote-ready

Frontend proof profile with shipped UI work

Match score
92
vs selected role
Direct matches
ReactTypeScriptNext.jsTailwind CSS
Logical transfer
Freelance deliveryAPI integrationGitHub cadence
Missing proof
System design depthLab ProofLLM integration proof
Proof badges
4 awarded · 2 locked
Git Verified
Awarded
Skill Graph
Awarded
Project Builder
Awarded
Lab Proof
Locked
AI Ready
Locked
Career Bridge
Awarded
Risk and next action
System design evidence is still weak
No timed lab completed yet
high
System Design

Ship one mid-complexity case study (e.g. URL shortener architecture) and document trade-offs.

Recruiter decision

Suggested next step: Invite to React + TypeScript validation lab

Needs lab

Good signal, but high-risk gaps need a short role-fit validation before interview.

Tier-2 college, 2 years freelance frontend, 3 shipped React projects, active on GitHub. Strong on React + TypeScript + design systems; growing on backend + system design.

View proof profile
DR
Rank #212+ years

Devika R.

Senior Technical Lead · Linux/Azure · Bangalore · Hybrid

Senior infrastructure leader transitioning into AIOps

Match score
39
vs selected role
Direct matches
UNIX/Linux operationsIncident/RCATechnical health checks
Logical transfer
HA clusters -> resilient platformsAzure/SAP -> enterprise AI ops context
Missing proof
Python/ML proofRAG implementationAgentic workflowAI service deployment
Proof badges
4 awarded · 2 locked
Skill Graph
Awarded
Git Portfolio
Awarded
Live Projects
Awarded
Career Bridge
Awarded
Lab Proof
Locked
AI Ready
Locked
Risk and next action
High-priority AI proof gaps
Git portfolio needs stronger README/project packaging
high
Python + ML on operations data

Build Python proof using logs, metrics, or tickets.

Recruiter decision

Suggested next step: Send AIOps proof assignment before interview

Needs lab

Good signal, but high-risk gaps need a short role-fit validation before interview.

Strong enterprise operations evidence across AIX, SUSE Linux, HA clusters, Azure, SAP migrations, technical health checks, incidents, and RCA. Target AI role fit is promising but needs proof in Python, ML, RAG, agentic workflows, and production AI services.

View proof profile
AM
Rank #3Student

Aarav M.

Final-year student · Pune · Internship-ready

Student profile with analytics projects and clear gaps

Match score
74
vs selected role
Direct matches
SQLPython notebooksacademic projects
Logical transfer
Seminars -> stakeholder communicationcoursework -> analyst foundations
Missing proof
Live dashboardbusiness case studyvalidation lab
Proof badges
3 awarded · 2 locked
Skill Graph
Awarded
Git Verified
Awarded
Project Builder
Locked
Lab Proof
Locked
Career Bridge
Awarded
Risk and next action
Student profile; professional production signal is limited
No live analytics demo
medium
Live dashboard proof

Deploy one analytics dashboard with README and screenshots.

Recruiter decision

Suggested next step: Shortlist for internship with SQL case task

Shortlist

Enough direct proof to move forward while tracking any remaining gaps.

Good student signal through SQL, Python notebooks, academic projects, and presentation work. Needs stronger live project packaging, validation lab, and business-facing analytics storytelling.

View proof profile