# GTMI services [Website page](https://www.gt-intelligence.com/services) ## MES and digital execution GTMI delivers recipe structures, operator applications and production records, with the equipment and enterprise interfaces they need. For manufacturing, quality, and digital teams planning a new execution system or extending an existing platform. ### Scope and responsibilities The product scope can include execution, records, and interfaces. Process approval and validation acceptance belong to the client. The client supplies process expertise, approves requirements and recipe content, and owns the quality decisions governing records and signatures. ### Execution deliverables - Requirements and application architecture - Recipe structures and operator workflows - Implemented interfaces and tested execution paths - Release evidence and support handover ### Platforms Ignition, Critical Manufacturing, React, PostgreSQL, ISA-88, ISA-95 [Service page](https://www.gt-intelligence.com/services/mes-digital-execution) | [Text version](https://www.gt-intelligence.com/services/mes-digital-execution.md) ## IT/OT integration GTMI designs and implements interfaces between equipment, industrial applications and enterprise systems. We specify how transactions behave and who supports each connection. For IT, OT, and application owners planning equipment connectivity or a production-to-enterprise interface. ### Scope and responsibilities A connection is scoped as an interface with named owners. Access to either system follows the client’s approval process. Client IT, OT, cybersecurity, quality, and application owners approve access and controls for their systems. ### Interface deliverables - System and network boundary map - Interface contracts and transaction rules - Implemented connections with failure and recovery tests - Monitoring requirements and support procedures ### Platforms OPC UA, Kepware, MQTT and Sparkplug B, Unified namespace, ERP, LIMS and QMS, Labelling [Service page](https://www.gt-intelligence.com/services/it-ot-integration) | [Text version](https://www.gt-intelligence.com/services/it-ot-integration.md) ## Manufacturing programme consulting GTMI takes responsibility for product definition, technical direction, vendor coordination and deployment governance through a consulting assignment or an embedded programme role. For sponsors and product owners commissioning programme definition, recovery or delivery leadership alongside their internal team and partners. ### Scope and responsibilities The role works within your governance structure. Decision rights and acceptance authority are agreed with the sponsor. The sponsor retains budget and investment decisions. Product, quality, IT, and site owners retain approval authority within their functions. ### Consulting deliverables - Programme brief and responsibility model - Recorded product and architecture decisions - Delivery phases and vendor acceptance criteria - Site readiness and handover requirements ### Platforms ISA-95, Vendor coordination, Multi-site rollout [Service page](https://www.gt-intelligence.com/services/manufacturing-programme-consulting) | [Text version](https://www.gt-intelligence.com/services/manufacturing-programme-consulting.md) ## Compliance and validation GTMI supports validation planning, requirements traceability, test design, and automated evidence for regulated manufacturing software, within your quality system. For quality, validation, and engineering teams planning evidence work alongside system development or change. ### Scope and responsibilities A requirement should lead to a planned check and a reviewable result for the release. The client retains regulatory interpretation, risk classification, validation strategy approval, system certification, evidence acceptance and final release authority. ### Evidence deliverables - Validation scope and planning documents - Requirements-to-test traceability - Test protocols and execution evidence - Release evidence prepared for client review ### Platforms GAMP 5, CSA, 21 CFR Part 11, EU Annex 11, Automated testing [Service page](https://www.gt-intelligence.com/services/compliance-validation) | [Text version](https://www.gt-intelligence.com/services/compliance-validation.md) ## Industrial data and analytics GTMI builds data models, pipelines, reporting stores and dashboards for manufacturing. We use approved source access and agree each measure with its operational owner. For operations, engineering, and data teams planning production reporting or an industrial analytics pipeline. ### Scope and responsibilities Reporting access follows source-system approvals. Operational owners approve the metric and the decisions made from it. The client approves metric definitions and decides how reported information is used in production. ### Data and reporting deliverables - Source inventory and approved metric definitions - Tag, event, and reporting data models - Implemented pipelines and consumer access - Reporting views and operating documentation ### Platforms PostgreSQL, TimescaleDB, InfluxDB, MQTT, Grafana, Power BI [Service page](https://www.gt-intelligence.com/services/industrial-data-analytics) | [Text version](https://www.gt-intelligence.com/services/industrial-data-analytics.md) ## DevOps and release governance GTMI designs and implements CI/CD pipelines, engineering checks, artifact handling, deployment procedures, and support handover for manufacturing software. For engineering, IT, and quality teams planning delivery controls for an industrial application or platform. ### Scope and responsibilities Pipeline checks produce evidence for a release. Production approval remains with the client’s authorised owners. The client retains change-control and production release authority. ### Release engineering deliverables - Repository rules and implemented CI/CD controls - Versioned artifacts and linked release evidence - Deployment and rollback runbooks - Environment responsibilities and support handover ### Platforms Azure, Kubernetes, Terraform, GitLab CI, GitHub Actions, Azure DevOps, SonarQube [Service page](https://www.gt-intelligence.com/services/devops-release-governance) | [Text version](https://www.gt-intelligence.com/services/devops-release-governance.md) ## Platforms we work with GTMI works with the platforms manufacturers already run and the infrastructure around them. Each engagement confirms the platform fit before design starts. ### Manufacturing applications Ignition, including Perspective and Vision interfaces, historian, alarming, reporting, Edge and MES modules. Integration with packaged MES such as Critical Manufacturing. ### Equipment and enterprise connectivity OPC UA, Kepware, MQTT with Sparkplug B, the common PLC protocols and unified namespace designs. Interfaces to ERP, LIMS, QMS and labelling systems. ### Data and reporting Relational and time-series stores such as PostgreSQL, SQL Server and TimescaleDB, with reporting in Grafana and Power BI. ### Cloud and infrastructure Microsoft Azure for container hosting, IoT ingestion, managed databases, private networking and monitoring. Kubernetes, Docker and Terraform for cloud and on-premises edge clusters. ### Software and delivery Python, TypeScript and React applications with REST and GraphQL APIs. CI/CD in GitLab, GitHub Actions and Azure DevOps, with automated testing and code quality checks. ### Manufacturing standards ISA-95 and ISA-88 for system and recipe models. GAMP 5, CSA, 21 CFR Part 11 and EU Annex 11 for validated systems and electronic records.