The Role
Build and deploy AI features for document understanding, structured extraction, and review workflows. Develop LLM pipelines with validation, retrieval, structured generation, and human review. Evaluate and improve model quality, reliability, latency, and cost in production. Integrate AI services into APIs and applications while documenting system behavior and limitations. Collaborate with product, design, engineering, and life sciences domain experts to create practical AI capabilities.
Summary Generated by Built In
Beghou brings over three decades of experience helping life sciences companies optimize their commercialization through strategic insight, advanced analytics, and technology. From developing go-to-market strategies and building foundational data analytics infrastructures to leveraging artificial intelligence to improve customer insights and engagement, Beghou helps life sciences companies maximize performance across their portfolios. Beghou also deploys proprietary and third-party technology solutions to help companies forecast performance, design territories, manage customer data, organize, and report on medical and commercial data, and more. Headquartered in Evanston, Illinois, we have 10 global offices.
Our mission is to bring together analytical minds and innovative technology to help life sciences companies navigate the complexity of health care and improve patient outcomes.
What you’ll do
- Build and ship AI features for document understanding, structured extraction, and review workflows.
- Develop reliable pipelines that combine language models with application logic, validation, and human review.
- Design evaluations using representative examples, labeled data, and clear quality measures.
- Improve output quality through prompting, retrieval, model selection, and structured generation.
- Build safeguards for uncertain, incomplete, or conflicting inputs.
- Partner with product, design, and domain experts to turn workflow needs into useful AI capabilities.
- Work with engineers to integrate AI services into APIs, background jobs, and customer-facing applications.
- Monitor quality, latency, and cost in production, and use the results to guide improvements.
- Document system behavior, limitations, and operational considerations.
What you’ll bring
- 5–8 years of engineering experience, including hands-on work building and shipping applied AI or machine learning products.
- Experience using language models for practical product workflows.
- Strong Python skills and experience building production services or data pipelines.
- Experience evaluating model outputs with measurable criteria, not just anecdotal review.
- Familiarity with structured outputs, tool use, retrieval, and validation techniques.
- Good judgment about model uncertainty and when a workflow should require human review.
- Ability to work with ambiguous problems and explain technical trade-offs clearly.
- Strong software engineering fundamentals, including testing, observability, and maintainable design.
Helpful experience
- Document AI, information extraction, OCR, or converting unstructured business documents into structured data.
- LLM evaluation, dataset curation, human-in-the-loop systems, and regression testing.
- FastAPI, PostgreSQL, cloud infrastructure, and background processing.
- Familiarity with privacy, data handling, and production monitoring for AI features.
At Beghou Consulting, you'll join a highly collaborative, values-driven team where technical excellence, analytical rigor, and personal growth converge. Whether you're passionate about AI innovation, building commercialization strategies, or shaping the next generation of data-first solutions in life sciences, this is a place to make an impact!
Skills Required
- 5-8 years of engineering experience, including hands-on experience building and shipping applied AI or machine learning products.
- Experience using language models for practical product workflows.
- Strong Python skills and experience building production services or data pipelines.
- Experience evaluating model outputs using measurable criteria.
- Familiarity with structured outputs, tool use, retrieval, and validation techniques.
- Good judgment about model uncertainty and when workflows require human review.
- Ability to work with ambiguous problems and explain technical trade-offs clearly.
- Strong software engineering fundamentals, including testing, observability, and maintainable design.
- Experience with document AI, information extraction, OCR, or converting unstructured business documents into structured data.
- Experience with LLM evaluation, dataset curation, human-in-the-loop systems, and regression testing.
- Experience with FastAPI, PostgreSQL, cloud infrastructure, and background processing.
- Familiarity with privacy, data handling, and production monitoring for AI features.
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The Company
What We Do
Beghou Consulting provides sales force and marketing consulting services to clients in the pharmaceutical and health care industries. We bring significant expertise in addressing sales and marketing issues and in developing advanced analytic approaches to support our clients' decision-making. We pride ourselves on our growing list of long-term clients, for whom we deliver an increasing array of services and analyses. Our clients are developing and launching innovative, high-profile products, and as such require a partner that provides similarly innovative insights and processes to support their sales force and marketing management.
