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Intelligent Matching
Skills, experience, education and personality insights combined into intelligent job-fit evaluations.
Not sure which AI project to back first? See how Human eSources chose a high-value use case, built it with Assembly on Amazon Bedrock, and now has AI that evaluates job fit and explains every match in plain language.
Who it's for AWS builders, technical leaders and startup founders deciding which AI projects to start and invest in.

Built with Assembly on Amazon Bedrock
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Skills, experience, education and personality insights combined into intelligent job-fit evaluations.
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An AI recruitment assistant that analyzes candidates and delivers actionable hiring insights.
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Transparent matching scores with plain-language explanations of candidate suitability.
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Specialized AI models working together through Amazon Bedrock to power intelligent recruitment.
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How it was achieved, step by step
The teams behind Talent Scout AI walk through the decisions that took it from idea to production, and what you can reuse in your own AI build. Stay to the end to find out how AWS could help fund yours.
Why HES started with explainable job matching, the business problem it solves, and how to weigh up your own AI candidates.
Turning nearly three decades of talent science into verified talents, a fit score with reasons, and guidance advisors can act on.
Why Bedrock and Strands Agents: the right model per task, private candidate data, serverless pay-per-use, and tracing for every answer.
Measuring accuracy and fairness with LLM-as-a-judge and human review, going live behind TruTalent, and scaling from here.
Then · Live demo
See a candidate’s verified talents, the fit score and its reasons, and a follow-up question to Talent Scout Bot.
How you could get AWS funding and credits to build your own AI project: what AWS partner programs can fund, the credits you might be eligible for, and how Assembly invests alongside AWS.
Then live Q&A with the HES, AWS and Assembly teams.
Speakers

VP Product Strategy, Human eSources
The hiring problem HES customers face, and launching TruTalent.

CEO & Head of Solutions, Assembly
How we designed Talent Scout AI with HES and took it live on AWS.

Account Manager, AWS
How AWS works with HES as TruTalent scales.
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AI is extraordinarily powerful when it helps people make more informed decisions while keeping humans firmly in control.