layiq

/la·yiq/adjective

worthy; deserving; fitting; suitable.

A role, opportunity, or path that merits attention, time, and pursuit.

Director, Commercial AI Orchestration Architect at Bristol Myers Squibb | LAYIQ

Own the end-to-end architecture of the agentic orchestration capability, including experience composition, cross-channel optimization, journey generation, execution, feedback, and continuous learning.
Define how orchestration consumes customer signals, barrier insights, brand priorities, approved content, channel eligibility, consent, suppression rules, and engagement history.
Establish clear boundaries and interfaces between insight generation, decisioning, journey orchestration, channel execution, and outcome measurement.
Define the architecture of the agents, their responsibilities, tool access, decision rights, escalation paths, and interaction patterns.
Design the orchestration solution to support field calls, remote engagement, approved email, events, headquarters email, and third-party channels.
Translate commercial objectives and brand guardrails into configurable orchestration rules and testable agent behaviors.
Define technical acceptance criteria and the definition of done for all major engineering deliverables.
Validate critical design decisions through code reviews, prototypes, technical walkthroughs, test evidence, and production-readiness assessments.
Ensure every recommendation and action is explainable, traceable, compliant, and reproducible.
Establish evaluation methods for journey quality, recommendation relevance, guardrail adherence, execution success, and measurable business outcomes.
Define the architecture for human review, exception handling, approval, escalation, and safe fallback when an agent cannot act confidently.
Ensure orchestration logic, source code, configurations, documentation, and operational knowledge are transferred to and owned by BMS.
Build a sustainable, BMS-owned orchestration capability by establishing engineering standards and enabling hands-on knowledge transfer with the implementation partner, while maintaining architectural portability and avoiding dependency on any single partner, AI model, or proprietary orchestration framework.

Proven experience designing and delivering production-grade next-best-action, next-best-engagement, journey optimization, decisioning, or omnichannel orchestration platforms.
Strong understanding of multi-agent architecture, including agent decomposition, orchestration patterns, shared state, context management, agent-to-agent handoffs, tool selection, failure handling, and human-in-the-loop controls.
Hands-on experience with agent frameworks such as LangGraph, Semantic Kernel, AutoGen, LangChain, or comparable orchestration frameworks.
Experience designing agent tool access using Model Context Protocol (MCP), APIs, event-driven integration, webhooks, and asynchronous messaging patterns.
Strong knowledge of context engineering, prompt management, structured outputs, tool calling, grounding, retrieval-augmented generation, and agent memory patterns.
Experience defining and managing customer and journey state across multiple agents, interactions, channels, and execution cycles.
Ability to design rules engines, constraint-based decisioning, prioritization logic, optimization models, and AI-driven decisioning within a common orchestration architecture.
Understanding of decisioning methods such as contextual bandits, reinforcement learning, predictive scoring, mathematical optimization, and hybrid rules-and-model approaches.
Strong understanding of closed-loop orchestration, including execution acknowledgements, response signals, outcome measurement, feedback loops, model evaluation, and continuous optimization.
Experience designing explainable and auditable decisioning, including decision traces, reason codes, model and prompt versioning, input lineage, configuration history, and reproducibility.
Knowledge of agent evaluation frameworks, including offline evaluation, simulation, regression testing, adversarial testing, guardrail testing, journey-quality measures, and production monitoring.
Experience establishing LLMOps and MLOps practices, including CI/CD, model and prompt lifecycle management, evaluation gates, environment promotion, observability, rollback, and incident management.
Strong understanding of production AI concerns such as latency, token usage, cost controls, caching, concurrency, rate limits, retries, idempotency, circuit breakers, and graceful degradation.
Experience integrating orchestration platforms with CRM, commercial data products, content-management platforms, consent services, identity systems, and channel-execution platforms.
Experience designing secure enterprise integrations using OAuth 2.0, workload identity, role-based access control, secrets management, encryption, API gateways, and complete audit logging.
Ability to define canonical data contracts and semantic models for HCP context, customer signals, barriers, engagement history, recommendations, journeys, content, channel eligibility, and execution outcomes.
Experience with configuration-driven architecture that allows business rules, brand guardrails, channel constraints, and market-specific requirements to evolve without hard-coding them into individual agents.
We hire for skills and capabilities, not just credentials – if this role excites you, but doesn’t perfectly match your resume, we encourage you to apply anyway.

Benefits:

Subject to the terms and conditions of the applicable plans then in effect, you may be eligible to participate in our comprehensive benefit plans – including wellbeing support, retirement and financial protection benefits, and insurance offerings (medical, dental, vision, life and disability).
U.S.-based exempt employees are eligible for Flexible Time Off (FTO), which provides paid time off without a set accrual limit, subject to manager approval, along with 11 paid company holidays each year.
Non-exempt employees, RayzeBio employees, and employees located in Puerto Rico receive 160 hours of paid vacation annually for new hires (subject to manager approval), 11 paid company holidays, and 3 optional holidays.
Depending on eligibility, employees may also have access to additional time-off benefits, including paid sick leave, up to two paid volunteer days per year, summer hours flexibility, and leaves of absence for medical, personal, parental, caregiver, bereavement, or military needs. Eligible employees also enjoy an annual Global Shutdown between Christmas Day and New Year's Day.
U.S.-based job seekers can explore full benefit offerings at https://careers.bms.com/benefits
How We Work
Where you work matters – because collaboration, innovation and patient impact happen in many settings. Our roles are structured across four work models: site-essential, site-by-design, field-based and remote-by-design. The model assigned to this role is based on its core responsibilities. Learn more at https://careers.bms.com/ways-of-working.
Supporting People with Disabilities
BMS is dedicated to ensuring that people with disabilities can excel through a transparent recruitment process, reasonable workplace accommodations/adjustments and ongoing support in their roles. Applicants can request a reasonable workplace accommodation/adjustment prior to accepting a job offer. If you require reasonable accommodations/adjustments in completing this application, or in any part of the recruitment process, direct your inquiries to adastaffingsupport@bms.com . Visit careers.bms.com/eeo-accessibility to access our complete Equal Employment Opportunity statement.
Candidate Rights
BMS will consider qualified applicants with arrest and conviction records, pursuant to applicable laws in your area.
For roles based in Los Angeles County only: If you live in or expect to work from Los Angeles County if hired for this position, please visit this page for important additional information: https://careers.bms.com/california-residents/
Data Protection
We will never request payments, financial information, or social security numbers during our application or recruitment process. Learn more about protecting yourself at https://careers.bms.com/fraud-protection .
Any data processed in connection with role applications will be treated in accordance with applicable data privacy policies and regulations.
If this posting is missing required information required by local law or incorrect, contact BMS at TAEnablement@bms.com with the Job Title and Requisition number. Do not send application-related inquiries to this email. To check your application status, please login to your Candidate Home Account.
R1606400 : Director, Commercial AI Orchestration Architect

Director, Commercial AI Orchestration Architect

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