Semantic Candidate Matching
Assembly Industries Search goes beyond keyword matching to deliver ranked shortlists with semantic match scores and supporting evidence, so recruiters stop digging through resumes and start closing faster.
Stop losing placements to manual resume review and inconsistent pre-screening. Assembly Industries' AI-powered recruiting workflow takes you from raw job description to a ranked, evidence-backed shortlist — handling semantic matching, structured pre-screening, and ATS updates automatically, so your recruiters spend time closing, not digging.

From semantic resume matching to automated pre-screening and ATS updates — every step of your sourcing workflow, automated.
Assembly Industries Search goes beyond keyword matching to deliver ranked shortlists with semantic match scores and supporting evidence, so recruiters stop digging through resumes and start closing faster.
Assembly Industries Talk runs structured pre-screening interviews and skills assessments 24/7 across 74+ languages via voice, SMS, and web — scoring candidates against your rubrics and updating your ATS automatically.
Fully automated reference and background checks integrated with Checkr, Sterling, and GoodHire, consolidated into a single hiring package so every candidate arrives fully vetted and ready to present.
Agentic ongoing matching and set-and-forget pipeline management keeps candidate pools warm with proactive outreach, preventing cold pipelines during seasonal surges or high-volume hiring events.
End-to-end conversational onboarding handles documents, e-signatures, policy acknowledgments, and exit interviews — with weekly scans for expiring credentials — so placements are fully onboarded in minutes, not days.
AI screening agents review thousands of resumes, schedule interviews, and deliver candidate assessments at scale — eliminating the bottlenecks that exhaust recruiting staff and degrade candidate experience during peak hiring.

Submit your job order or job description to the Assembly platform. The system parses required skills, experience levels, and role-specific criteria, encoding your scoring rubrics and compliance requirements into the workflow automatically — no manual configuration needed.
See how recruiting teams are cutting time-to-shortlist and placing more candidates with Assembly's automated sourcing workflow.
We don't just hand you software — we deliver a fully orchestrated recruiting workflow with expert implementation and accountability for outcomes.
Assembly handles the full sourcing lifecycle — matching, screening, checks, and ATS updates — as one connected workflow, not a chain of disconnected tools.
You get both the platform and an expert services team that encodes your scoring rubrics, compliance rules, and ATS data model — not software to configure yourself.
Assembly's AI-first approach with human escalation controls reduces recruiting costs by up to 60% while maintaining quality, compliance, and a positive candidate experience across all roles.
Deployed on a SOC 2 compliant, enterprise-grade infrastructure with auto-scaling, audit logging, and full traceability — trusted by organizations across the United States.
Founders with deep expertise in AI, SaaS, and enterprise automation.
CEO & Co-Founder
Sumant Yerramilly is a 3x founder with two successful exits, now leading Assembly Industries as CEO. He brings deep expertise in capital-efficient business building across SaaS and enterprise software — and founded Assembly to solve a problem he saw firsthand: that companies could buy point solutions for automation or AI agents, but no one was delivering a comprehensive orchestration layer accountable for actual business outcomes. At Assembly, Sumant leads the go-to-market strategy and client partnerships, ensuring every deployment delivers measurable results — from faster time-to-shortlist for staffing firms to dramatically reduced recruiting overhead for enterprise talent acquisition teams. His background building and scaling technology businesses informs Assembly's outcome-based contracts and implementation-first approach.
CTO & Co-Founder
Aditya Mugali is a serial ML-focused founder and former CTO of Lightbox, which was acquired by Fyllo. He now leads all technology development at Assembly Industries and advises high-growth startups on AI and machine learning strategy. Aditya architected Assembly's core orchestration platform — including the semantic matching engine behind Assembly Industries Search and the multilingual conversational AI powering Assembly Industries Talk — ensuring that the infrastructure underpinning every recruiting automation workflow is enterprise-grade, scalable, and audit-ready. His deep background in applied machine learning means Assembly's candidate sourcing automation is built on real AI capability rather than rules-based automation dressed up with AI branding. He also oversees Assembly's SOC 2 compliant security architecture and integration ecosystem spanning 35+ ATS, HRIS, and CRM connectors.
An AI recruiter is an automated system that performs tasks traditionally handled by human recruiters — including resume screening, candidate matching, pre-screening interviews, and skills assessments. Assembly's AI recruiter agents operate 24/7 across 74+ languages, score candidates against your defined rubrics, and update your ATS automatically, freeing your human recruiters to focus on relationship-building and closing.
Talk to our team for a free workflow consultation and see exactly how Assembly maps to your hiring process.
Enterprise-grade security and data privacy compliance.
35+ certified connectors across ATS, HRIS, ERP, and CRM platforms.
Contractual accountability for business results, not just software delivery.
Tell us about your current recruiting workflow and volume. Our team will show you exactly how Assembly maps to your process and what a production deployment looks like — no generic demos, no configuration burden on your team.
For immediate assistance, feel free to give us a direct call at You can also send us a quick email at legal@assembly-industries.com
For immediate assistance, feel free to give us a direct call at You can also send us a quick email at legal@assembly-industries.com