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Case studyAiHire: AI Native Recruitment Platform

AiHire, Benchmark's AI native applicant tracking platform, automating resume screening, job description generation and candidate scoring for a high-volume staffing firm.

Industry
HRTech / Staffing and Recruitment
Headquarters
—
AiHire: AI Native Recruitment Platform
70%
Faster resume screening
Key Metrics Measured after
rollout
0%
Faster Resume Screening
0%
Faster Application-to-Shortlist Time
0%
Less Time Writing Job Descriptions
0%
Candidates Evaluated on Logged Criteria
Background

An IT staffing and recruitment company replacing manual screening with an AI-native ATS.

A leading India-based IT staffing and recruitment company places technology talent with enterprise clients across multiple industries.

The company wanted to streamline its recruitment process by automating resume screening, job description generation, and candidate evaluation, enabling faster, more consistent hiring while providing greater visibility into the recruitment pipeline.

The company runs high volume recruitment for technical roles, from developers to data engineers.

Each role attracts hundreds of applicants, and every one needs to be screened, tested, and ranked.

Recruiters spent most of their day on repetitive work such as reading resumes, drafting questions, and scoring answers, leaving little time for candidate relationships.

Evaluation quality depended on which recruiter handled the role, and the tools in use gave no unified view of the hiring pipeline.

Background
HRTech / Staffing and Recruitment
—
Challenges faced & defined solution

5 real bottlenecks. 6 matching fixes.

Every operational bottleneck reported was matched to the workstream(s) that resolved it.

The challenge

Slow Manual Screening

High applicant volumes meant days of resume reading for every role.

Defined solution

AI Resume Parsing

PDF resumes converted into structured candidate data automatically.

AI Screening and Scoring

Multiple choice and descriptive screening questions generated per role, with automatic scoring and fit ranking of candidates.

The challenge

Subjective Evaluation

Candidate assessment varied between recruiters, making results inconsistent and hard to defend.

Defined solution

AI Screening and Scoring

Multiple choice and descriptive screening questions generated per role, with automatic scoring and fit ranking of candidates.

The challenge

Time Lost on Writing

Job descriptions and screening questions were drafted from scratch for every role.

Defined solution

AI Job Descriptions

Complete job descriptions generated from a short brief, ready to review and publish.

The challenge

Fragmented Pipeline

Applications, tests, and interviews lived in separate tools with no single view of progress.

Defined solution

Full ATS Foundation

Job lifecycle management, candidate profiles, applications, and a drag and drop pipeline in one place, with role based access for admins, recruiters, and candidates.

The challenge

Rigid AI Prompts

Where AI was used, prompts were locked in code and could not be tuned by the team.

Defined solution

Tunable and Transparent AI

Admin editable prompt templates and full usage logging, with a mock mode that runs without an API key. Built on NestJS, MySQL, Next.js, React, and OpenAI GPT 4o.

The Impacts

Real, measurable improvements in screening speed, consistency and recruiter capacity.

Faster Shortlists

Automated parsing, screening, and ranking compressed screening from days to hours.

Fair, Consistent Evaluation

Every candidate was scored against the same criteria, improving quality and defensibility.

Recruiters Back on Relationships

Time freed from repetitive drafting and scoring went into candidate and client engagement.

One Pipeline View

Recruiters and hiring managers tracked every role and candidate in a single system.

AI the Team Can Shape

Recruitment leads tuned prompts themselves as roles and needs evolved.

Increased Recruiter Capacity

Recruiter capacity likely increased, allowing more roles to be handled without additional headcount.

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