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. His career spans capital-efficient business building with deep expertise across SaaS and enterprise software. Sumant founded Assembly Industries to close the critical gap left by point-solution automation vendors — building instead a unified orchestration platform that takes full accountability for business outcomes rather than just delivering technology for clients to configure themselves. Under his leadership, Assembly has attracted enterprise customers and built a platform capable of automating entire business functions end-to-end, including the full recruiting lifecycle from sourcing to onboarding. His philosophy centers on combining AI-first automation with expert human oversight to deliver predictable, measurable results for recruiting and operations teams across the United States.

CTO & Co-Founder
Aditya Mugali is a serial ML-focused founder and former CTO of Lightbox, which was acquired by Fyllo, bringing deep machine learning and product engineering expertise to Assembly Industries. As CTO and Co-Founder, Aditya architects the technical foundation of the Assembly platform — including the AI agents, semantic matching engine, multilingual conversational workflows, and enterprise-grade SOC 2 compliant infrastructure that power recruiting automation at scale. He also actively advises startups on AI architecture and ML strategy. Aditya's background building acquired ML products gives Assembly a distinct technical edge: the platform is engineered to compound value across every new automation use case, with each recruiting workflow deployed making the next one faster, cheaper, and broader. He brings rigorous ML thinking to every layer of the Assembly orchestration stack.
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.
You can also send us a quick email at legal@assembly-industries.com.
You can also send us a quick email at legal@assembly-industries.com.