Chicago, IL

JP Neville

Portfolio of AI systems I built and delivered.

This portfolio highlights selected projects where I led architecture and stayed hands-on through implementation.

It also includes a grounded chatbot that answers questions on my behalf about my background, project outcomes, and leadership approach using repository-backed content. Client identities and sensitive details are intentionally anonymized.

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Selected Work

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  • Enterprise GenAI Retrieval Platform

    Built to migrate a large multi-tenant search ecosystem from a legacy index to OpenSearch, support vectorized document retrieval at scale, and improve end-user search performance in a high-volume enterprise environment.

  • Internal Multi-Agent Research Platform

    Built an internal deep-research platform at Inspire11 to replace ad hoc prospect research with a repeatable, template-driven agentic workflow for company analysis and business-development support.

  • Internal App Platform

    Proposed and scoped an internal platform that lets teams publish apps/artifacts/sites from GitHub through a standard pipeline, then discover and launch them from a central company catalog experience.

Current Role

Managing Consultant at Inspire11

Portfolio is public-facing; client specifics are omitted by design.

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About

I combine technical architecture leadership with direct implementation. I focus on solving business-critical problems in retrieval, agentic workflows, and production ML systems.

I prioritize measurable outcomes, reliable delivery, and clear communication with technical and business stakeholders.

Featured Projects

Prioritized from repository data

Enterprise GenAI Retrieval Platform

Built to migrate a large multi-tenant search ecosystem from a legacy index to OpenSearch, support vectorized document retrieval at scale, and improve end-user search performance in a high-volume enterprise environment.

What I built

  • Designed and implemented a multi-tenant retrieval architecture on AWS for hundreds of client tenants.
  • Led migration planning and execution from a legacy index to OpenSearch.
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Internal Multi-Agent Research Platform

Built an internal deep-research platform at Inspire11 to replace ad hoc prospect research with a repeatable, template-driven agentic workflow for company analysis and business-development support.

What I built

  • Built a template-first research flow where each run starts with a decomposition step that structures output goals before any search execution.
  • Implemented multi-agent search orchestration with dedicated agents for web discovery, document-focused retrieval, and intelligent company-site navigation (board, leadership, subsidiaries, and partnerships).
Read project story

Internal App Platform

Proposed and scoped an internal platform that lets teams publish apps/artifacts/sites from GitHub through a standard pipeline, then discover and launch them from a central company catalog experience.

What I built

  • Proposed the platform direction following an internal hackathon and secured support to pursue implementation.
  • Led early scoping and story-writing efforts with partner contributors to define MVP scope and rollout path.
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SageMaker Inference Platform & MLOps

Built production-ready ML deployment pipelines for client environments requiring repeatable inference operations, autoscaling, and versioned model lifecycle management.

What I built

  • Built production deployment workflows for text-classification and related ML models.
  • Implemented inference image build and deployment pipelines.
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Contact

If you want to discuss any project here, connect with me directly.

I occasionally share AI notes and build-process writeups from personal projects.

Looking for older work? Browse the project archive (4 projects).

Email: jpneville@gmail.com

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