What it actually takes to ship a production AI agent in 2026
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post →The major engagement types we run on Microsoft Copilot — each with dedicated playbooks, accelerators, and experienced practitioners.
Custom copilots built in Copilot Studio with knowledge sources, actions, and Power Platform integration.
Enterprise Copilot deployments with governance, permissions audit, and adoption programs.
Custom applications on Azure OpenAI with enterprise security, data residency, and audit controls.
AI Builder, Power Automate AI flows, and Power Apps with embedded AI capabilities.
Copilot for Sales, Service, and Customer Service — connected to Dynamics 365 data and workflows.
Permissions audit, sensitivity label hygiene, and adoption programs that actually move productivity needles.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
Predictable phases. Clear deliverables. No surprises.
One to two working sessions to map your current state, business goals, and gaps. We come out with a written scope and recommendation.
Documented architecture, realistic timeline, and transparent commercial proposal. No surprises and no hidden scope.
Configuration, development, integrations, data migration, and QA — with weekly demos and on-the-fly adjustments.
Training, change management, hypercare, and ongoing optimization. We do not disappear at go-live.
Practitioner-level analysis from the consultants delivering the work.
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post →The Claude family of models — for production AI agents, document intelligence, and enterprise workflows.
Learn more →GPT-4 and the OpenAI Assistants API for production applications and embedded AI features.
Learn more →Gemini models on Google Vertex AI for enterprise AI deployments and Google Workspace integration.
Learn more →Retrieval-augmented generation built for your data, your workflows, and your governance.
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