Sourced robotics and artificial intelligence context
Models, sensors, controls, and deployed machines: Dynamics 365 CRM
A 2023 Urban Redevelopment Authority report describes Pittsburgh's National Robotics Engineering Center and its work across energy, agriculture, defense, and manufacturing, with a regional network of robotics and AI companies. Translate the operating setting into accounts, contacts, opportunities, cases, work orders, assets, and activities. Require a reason for each custom table or process variation. Robotics delivery can join models, perception, controls, embedded software, sensors, simulation, test hardware, safety constraints, fleet data, and field support.
Evidence to request: Use a process-design case and require table, form, automation, security, reporting, and ownership decisions. Define the machine and environment, autonomy boundary, sensor inputs, safety owner, test protocol, deployment target, failure response, and production evidence.
Sourced advanced manufacturing context
Engineering, production, and quality controls: Dynamics 365 CRM
The Urban Redevelopment Authority's 2019 opportunity-zone prospectus identifies advanced manufacturing among the industry clusters supported by Pittsburgh's research and development base. Define the Dataverse, Power Platform, ERP, identity, and external-service boundaries. Candidates should cover APIs, events, virtual tables, security, retries, and monitoring. Advanced manufacturing work may connect product models, parts, machines, instructions, schedules, quality results, maintenance, suppliers, and cost records through long equipment lifecycles.
Evidence to request: Review an ERP or external integration with source-of-truth rules, matching, failure handling, replay, and reconciliation. Set the product, process, facility, system boundaries, configuration baseline, equipment interfaces, quality release, cutover limits, traceability, and support ownership.
Sourced life sciences context
Clinical, research, and health operations: Dynamics 365 CRM
The same Pittsburgh prospectus identifies life sciences as a research-supported cluster and describes a regional base that includes health care and university research institutions. Set migration and release ownership. Ask how the consultant profiles source data, controls duplicates, tests roles and automation, sequences cutover, and supports users afterward. Life-sciences roles can sit in discovery, clinical care, laboratory operations, regulated products, manufacturing, or enterprise functions with different evidence and access requirements.
Evidence to request: Ask for a migration or release the consultant owned, including data quality, role testing, defects, training handoff, and acceptance. Name the scientific, clinical, product, or business process, regulated boundary, record authority, validation need, access controls, retention rule, and approving reviewer.