India's Recruitment Partner · Since 2012

A shortlist where every
skill claim is evidence-backed,
not assumed.

7 Lakh+ enriched profiles. AI-scored in seconds. Every shortlisted candidate then spoken to by a recruiter with 5+ years of product company hiring experience — before you see their name.

Zero retainerShortlist in 5 working days*90-day replacement

Working days from the calibration call. Senior or niche roles can take longer; interview and offer timing are set by your team.

AN
Aryan Nair
AI Engineer · 4 yrs · Delhi NCR · 15d notice
✓Recommended
7.8
AI INTERVIEW
76
VANTAGE
Role Fit76
Skill Depth82
Role Depth67
Potential80
✓ Recruiter validation passed✓ CV evaluation: strong fit
ALL 19 DIMENSIONS · TAP ANY ROW FOR THE EVIDENCE
Role Fit
Python×6, NLP×3, LangChain×3 verified across 8 production projects.
Skill Depth
Role Depth
Potential
Profile

Hiring partner to 60+ product companies and startups, including

  • GoodEarth
  • Nicobar
  • Interra Systems
  • Rocksports
  • Tweenleaves
  • Novenrta
  • Leegality
  • Letzpay
  • Fretron
  • CJ Darcl
  • Healthcare at Home
  • Instarama
  • Keva
  • Medtrail
  • Prodt
  • Seetech Digital
  • Wendor Innovations
  • P Bhasin Path Labs
  • Hope Oncology
  • Creative Robotics
  • Jindal Intellicom
  • Beato
  • DiagRight
  • FashionEdit
  • Hashchain
  • Locofast
  • Proximity Labs
  • Sharda University
  • THB
  • Aptlogica Technologies
  • Cloudzzure
  • Shaadi.com
  • TMRW
  • Tata 1mg
  • CleverTap
  • Metropolis
  • Healthians
  • Docquity
  • Zoylo

From CV to evidence

Every CV makes claims. Vantage extracts the profile, checks which skills show up in real project work, pulls out achievements with numbers behind them, and scores the candidate against your JD across 19 dimensions.

Candidate ASenior Backend Engineer · 7 years · Bangalore

Summary

Backend engineer with 7 years in fintech and B2B SaaS. Builds high-throughput payment and billing systems, and leads small teams through launches.

Skills

Python, Kafka, PostgreSQL, Go, AWS, Kubernetes, Terraform, LangChain

Experience

Senior Backend Engineer · Series-C fintech2022 – present

  • Built the payments reconciliation service on Kafka and PostgreSQL, settling 2M+ transactions a day for 14 partner banks.
  • Rewrote order APIs in Python (FastAPI); cut p95 latency from 800 ms to 180 ms.
  • Led a team of 4 engineers and owned the on-call rotation.

Backend Engineer · B2B SaaS scale-up2019 – 2022

  • Moved billing from a monolith to Go services on AWS with zero downtime.
  • Designed the usage-metering pipeline that feeds monthly invoices for 900+ customers.
  • Maintained an open-source Kafka client; 1,200+ GitHub stars.

Software Engineer · IT services2017 – 2019

  • Built REST APIs and batch jobs for a retail banking client.
  • Wrote deployment scripts; familiar with Kubernetes and Terraform.

Achievements

  • Spot award for the reconciliation launch, 2023
  • Talk at a national Python conference, 2023

Education & certification

B.Tech, Computer Science, NIT · 2017
AWS Certified Solutions Architect, Associate

Links

github.com/candidate-a · leetcode.com/candidate-a

Extracted profile 0/11 parameters

Current role
Senior Backend Engineer
Total experience
7 years
Relevant experience
6 years, backend
Domain
Fintech, B2B SaaS
Company stage
Series C, scale-up
Location
Bangalore
Team led
4 engineers
Tenure pattern
3+ years per role
Education
B.Tech CS, NIT
Certification
AWS Solutions Architect
Notice & CTC
Not on CV: confirmed on recruiter call

Verified in project work

PythonKafkaPostgreSQLGoAWS

Claimed, no evidence yet

KubernetesTerraformLangChain

Claimed skills aren't rejected. They're flagged so your panel knows what to probe.

Achievements extracted

  • Quantified outcomep95 latency down 78% (800 → 180 ms)
  • Scale2M+ transactions a day, 14 partner banks
  • LeadershipLed 4 engineers, owned on-call
  • RecognitionCompany award for a shipped launch
  • Open sourcePublic library, 1,200+ stars
Skill match8/10
Skill depth7/10
Scale signal9/10
Outcome signal9/10
Ownership signal8/10
Career trajectory7/10
–/100 fit score for this JD
6 of 19 dimensions shown. See all 19
0L+
Enriched Profiles
0,000+
Top Institution Alumni
0
Scoring Dimensions
0+
Placements Made
0 yrs
In Business
0 days
To Shortlist

Sound familiar?

These are the hiring experiences that bring most clients to HyrEzy.

The CV Flood

40 profiles arrive. You spend a weekend filtering. 30 are irrelevant. You end up doing the screening yourself — on your own time.

The Keyword Trap

"Python + LangChain" returns everyone who typed those words — including someone who attended a workshop once. A CV alone cannot tell you who actually built something in production.

The Gut-Feel Bet

A CV, a recruiter's word, and a 45-minute call. That's how a ₹25 Lakh hiring decision gets made. It feels like a bet every time.

The Accountability Gap

Candidate doesn't work out in 3 months. The fee was paid. They've moved on. You're starting over — with no recourse and no replacement.

Four layers of evaluation.
Before you see a single name.

AI surfaces the pool. Our recruiters validate every candidate. Then the evidence builds. By the time a name lands in your inbox — the work is done.

01

Vantage Intelligence — 19-Dimension AI Score

7 Lakh+ profiles searched and scored against your specific JD in seconds. Skills verified against project evidence — not self-reported keywords. Skills claimed but unverified flagged separately. The score changes per role — the same candidate scores differently for an AI Engineer vs a Backend Engineer role.

Skill MatchSkill Depth TierSkill RecencySkill ContextOwnership SignalScale SignalCareer TrajectoryGitHub / LeetCode verified+ 11 more dimensions
02

Recruiter Validation — Human Judgment, Product Company Experience

Every shortlisted candidate is spoken to by a HyrEzy recruiter with 5+ years of hiring exclusively for product companies and funded startups — before the video interview is triggered. This is the layer no AI can replace: motivation, real ownership vs team credit, communication quality, offer intent, cultural alignment, and red flags that never appear on a CV.

Motivation & intent verifiedReal ownership confirmedCommunication assessed liveNotice period validatedOffer intent checkedCultural fit readRed flags surfaced5+ yrs product co. hiring
03

CV Evaluation — Role-Specific Rubric with Evidence

Every shortlisted CV evaluated against your exact role requirements. Technical rubric scores per criterion. Red flags called out explicitly — timeline gaps, tenure issues, domain mismatches, experience misrepresentation. Evidence cited from the actual resume text for every score.

Technical rubric 0–10Red flag analysisTimeline & tenure checkCareer potential assessmentEvidence cited per scoreDocument professionalism
04

Structured AI Video Interview — Adaptive, Async

Triggered only after recruiter validation passes. Candidate completes it on their own time. The AI listens to each answer and generates the next question from what they said — not a fixed script. You receive a full report, video recording, timestamped transcript, and percentile ranking.

Technical depth scoresCommunication radarCognitive insightsIntegrity signalsPercentile rankingFull video + transcriptRecommendations & gaps
🧠
The layer no AI can replace
Every shortlisted candidate is spoken to by a HyrEzy recruiter — average 5+ years of hiring for product companies and funded startups. Motivation, real ownership, communication, offer intent, and cultural fit assessed before you see their name.
✓ 5+ years product co. hiring
✓ SaaS, Fintech, D2C, AI/ML specialists
✓ Live call before video interview triggered
See the full process
Live Product · What every client receives

This is what lands in your inbox — not a CV.

Every shortlisted candidate comes with a four-layer evaluation. Skills verified against project evidence. Skills claimed but unverified — flagged separately. 19-dimension AI score. Video interview report.

app.hyrezy.com · Aryan Mehta · ① Skill Evidence & GitHub
Aryan Mehta
AI Engineer · 2 years · Delhi NCR · Currently at a Series B SaaS startup
AI VERDICT
✓ Advance
FIT SCORE
77/100
VERIFIED SKILLS22 skills · found in project evidence
OpenAI Agent SDK2×
DPO (Direct Preference Optimization)1×
FastMCP (Model Context Protocol)1×
LangChain3×
LangGraph3×
FastAPI3×
RAG Pipelines3×
Dueling Double DQN1×
CLIP embeddings1×
Docker2×
PostgreSQL2×
n8n2×
GPT-41×
REST APIs1×
PyTorch1×
Terraform1×
Redis Queue1×
Pydantic1×
CLAIMED — NO PROJECT EVIDENCEListed on CV · not backed by project work
Hallucination ReductionSQLPythonTensorFlowSemantic SearchRLHFLLM EvaluationMachine LearningMulti-Agent SystemsContext EngineeringAWSMicroservicesAgentic Workflows
ACHIEVEMENTS · 3 QUANTIFIED FROM RESUME TEXT
Applied predictive modeling to HR datasets, achieving 92% accuracy in hiring outcome prediction
Optimised SQL queries and analytics pipelines, improving efficiency by 35%
Optimised streaming buffers and async I/O, reducing conversational latency by 45%
Google Data Analytics Professional Certificate · Verified credential
GITHUB SIGNAL
58
Repos
400+
Commits
4.8y
Account Age
Strong technical depth in Python and Data Science — 5 repos featuring RAG, LSTM, and Generative AI. External contributions to the Language_Translator project validate open-source collaboration.
LEETCODE SIGNAL
692
Easy
1369
Medium
386
Hard
2447
Total
386 hard problems indicates genuine DSA depth. Lack of contest participation suggests strong independent problem-solving, less suited to high-pressure competitive settings.

This is the actual report every client receives — before the first interview is scheduled. Skills verified against project work. Skills claimed but unverified — flagged separately. Candidate identity protected. All scores and evidence are from the live Vantage system.

Submit a Mandate →

What hiring leaders say about working with us

Ravi and team do a great job, they are masters in their work, TAT focused closures of openings given to them are their USP.

Piyush UpadhyayHead – HR (Region 2), Metropolis Healthcare India

Ready to submit a mandate?

5–8 candidates. AI-scored, recruiter-validated, evidence-backed. Shortlist in 5 working days.* Zero upfront cost.

Working days from the calibration call. Senior or niche roles can take longer; interview and offer timing are set by your team.

Submit a MandateAbout HyrEzy