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Beyond Resumes. Beyond Interviews. Beyond Bias

Enterprise hiring infrastructure that runs your entire early-stage evaluation workflow — from role definition to ranked shortlist. Replacing subjective interviews with structured, autonomous, evidence-based talent intelligence.

Autonomous Hiring Infrastructure

Autonomous Hiring Infrastructure

Purpose-built to run end-to-end evaluation through structured AI-driven conversation. Not just assessment - full workflow.

Multi-Agent System

Multi-Agent System

Seven independent agents orchestrate matching, outreach, evaluation, integrity monitoring, and reporting.

Needle Campaign Engine

Needle Campaign Engine

Every open role becomes a Needle Campaign. Configure in 10 minutes. DeepLens reports generated within minutes of each completed assessment.

Core Capabilities

Dynamic Conversation Engine

Dynamic Conversation Engine

Multi-turn dialogues that adapt based on candidate responses. No scripted questions… every conversation unfolds uniquely based on reasoning patterns and domain knowledge.

Parallel Intelligence Analysis

Parallel Intelligence Analysis

Seven specialised AI agents analyse responses simultaneously…evaluating technical depth, reasoning quality, problem-solving approach, and behavioural signals in real-time.

Role-Specific Frameworks

Role-Specific Frameworks

Vertical LLMs trained on competency models for 100+ job families. Software engineers assessed differently than account managers…grounded in actual job requirements, not generic skills tests.

Objective, Explainable Scoring

Objective, Explainable Scoring

Multi-dimensional evaluation across technical skills, cognitive patterns, and behavioural traits. Every score includes reasoning breakdown…hiring managers see what candidates know and how they think.

Automated Fit Analysis

Automated Fit Analysis

Comparative candidate rankings with strength/gap mapping. Platform highlights best-fit candidates and surfaces development areas…turning raw assessment data into hiring recommendations.

Enterprise-Grade Reporting

Enterprise-Grade Reporting

Every candidate receives a DeepLens report — up to 54 pages of evidence-based evaluation. 18 domain skills scored on a 1–10 scale, 5 soft skills with behavioural evidence, strengths/ weaknesses/ opportunities analysis, and an AI-generated hiring recommendation: Advance, Hold, or Do Not Advance. Export to ATS, share with hiring panels, or generate compliance reports — all with role-based access control.

End-to-End AI Hiring Orchestration

Complete Hiring Workflow Automation
From job requisition to candidate report—automated through multi-agent orchestration.

Needles & Haystacks doesn't just assess candidates. The platform manages the entire evaluation workflow: job analysis, candidate sourcing, intelligent matching, automated outreach, adaptive assessment, and comprehensive reporting.

Built for enterprises managing hundreds of roles simultaneously across global teams.

Three Operational Modes

Start from Scratch
For new roles or evolving job requirements.
  • Conversational JD creation
  • Hard skills, soft skills, qualifications, experience mapping
  • Cutoff criteria, reporting preferences, timelines
  • Publish -> Matchmaker Agent -> Outreach Agent -> Assessment Agent
  • Dynamic job URL creation
  • Optional postings: LinkedIn, job boards, social
Existing Job, New Candidates

For active roles with defined requirements.

  • Upload/paste JD
  • AI-driven matching based on role-specific intelligence and candidate's real experience
  • Dynamic job URL creation
  • Optional postings: LinkedIn, job boards, social
  • Candidate cart -> Outreach Agent
Urgent Hiring
For time-sensitive roles with pre-screened candidates.
  • Upload JD + selected resumes
  • Direct assessment link dispatch
  • Matchmaker refinement
  • Outreach Agent

AI Agents Driving the Workflow

  • Campaign Builder Agent - Generates structured job descriptions from conversational input or existing JDs, mapping competencies and creating assessment pathways.
  • Agent Rex - Processes candidate data (resumes, LinkedIn, portfolios), generates semantic embeddings, and builds searchable vector database for intelligent matching.
  • Matchmaker Agent - AI-driven job-candidate alignment based on role-specific intelligence and real experience.
  • Outreach Agent - Automated communication via email/SMS/WhatsApp with configurable templates and scheduling.
  • Solicitor Agent - Manages candidate onboarding, consent workflows, identity verification, and assessment scheduling with automated reminders.
  • Assessment Agent - Conducts adaptive multi-turn conversations with embedded proctoring (randomised verification, evidence capture, integrity monitoring).
  • Reporting & Analytics Agent - MIS dashboards and deep-dive insights with exportable candidate profiles.

The Candidate Experience

From first contact to final evaluation; automated, secure, and fair.

Step 1

Personalised Outreach

Personalised Outreach

Automated invitation via email/SMS with role details and assessment overview.

Step 2

Simple Registration

Simple Registration

One-click signup with LinkedIn/email. Identity verification and consent workflows completed upfront.

Step 3

Adaptive Assessment

Adaptive Assessment

15-45 minute conversational evaluation. AI adapts questions based on role requirements and candidate responses.

Step 4

Integrity Monitoring

Integrity Monitoring

Built-in malpractice detection monitors tab switching, multiple faces, headphone use, voice manipulation, and AI-help probability in real time. Gaze tracking analyses visual behaviour across every video frame. Acoustic analysis distinguishes natural speech from scripted or read-aloud responses. No additional cost. No separate tool.

Step 5

Multi-Modal Analysis

Multi-Modal Analysis

Audio, video, and transcript data analysed for technical depth, reasoning quality, and communication patterns.

Step 6

Instant Results

Instant Results

Candidates receive completion confirmation. Hiring teams get comprehensive reports within hours.

Why This Matters

For Global Organisations Managing Complex Hiring at Scale

Deploy standardised evaluation globally while maintaining local compliance and language requirements.

  • Unified hiring engine across JD -> Matching -> Outreach -> Assessment -> Reporting
  • Governance-first workflows with full audit trails
  • Scalable throughput for IT/ITES, BPO, engineering, and high-volume hiring
  • Reduced interviewer / panel dependency and operational overhead

For Staffing Firms Competing on Quality and Speed

Win more contracts by demonstrating objective, repeatable evaluation processes.
  • Faster, higher-quality screening
  • Data-backed shortlisting
  • Stronger client trust
  • Increased delivery capacity

For Corporate Hiring Teams

  • Standardised evaluation
  • Improved quality-of-hire
  • Consistent candidate experience
  • Reduced operational load
  • Transparent and defensible scoring
  • Audit-ready compliance and full data governance

What Sets Needles & Haystacks Apart

  • Conversation-led evaluation
  • Context-driven reasoning
  • Transparent scoring
  • Multi-agent orchestration
  • Enterprise-first architecture
  • Vertical LLMs trained on 100+ role-specific frameworks
  • 7-agent parallel analysis (not single-model scoring)
Common Questions

FAQs

Is this a chatbot?
No — it is a structured, dynamic, multi-agent and real-time assessment engine.
No. It standardises early-level evaluations so human interviews can go deeper
Yes. NH is built with an API-first architecture — REST APIs and webhooks that connect with your existing ATS. Your ATS remains the system of record.
The platform can evaluate technical, analytical, and domain-specific roles, adapting the assessment based on the role and candidate responses.
Assessments are adaptive and conversational, evolving based on candidate responses instead of following a fixed questionnaire.
The platform includes multi-layer proctoring mechanisms designed to detect and discourage malpractice during assessments.
Every candidate receives a DeepLens report — up to 54 pages covering 18 domain skills (scored 1–10 with evidence), 5 soft skills with behavioural markers, a strengths/weaknesses/opportunities breakdown, and an AI-generated hiring recommendation with confidence scores. Your panel walks into the final interview knowing exactly what to probe.
Candidate data is handled with strict security and privacy controls, ensuring that information is processed and stored in a secure environment.
Candidates interact with a structured conversational assessment that adapts to their responses, making the evaluation process more natural and engaging than traditional tests.