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AI & Agent Engineering

Grounded AI that answers from your own data, and permissioned agents that do real work with a human in the loop — the governance model behind Mysty, applied to your systems.

What's included

Every engagement is scoped to your workflow, data, and goals. Here are the building blocks we bring to ai & agent engineering.

Scope an AI Build
AI assistants grounded on your own data
Retrieval-first architectures that refuse rather than guess
Agent capability registries and scope declarations
Default-deny approval gates before any external action
Hard-stop budgets and autonomy limits per agent
Tool and function calling over your systems
Voice-first capture and transcription
Document, receipt and invoice extraction
MCP servers so an assistant can read your systems
Scope-enforced, read-only connector surfaces
Bring-your-own-key model routing
Signed audit trails for every agent run

Build on systems you'll own

Most engagements sit on top of our own products and free, private tools — governed, offline-first, API + MCP open.

Stop renting your systems. Start owning them.

Whether you want independent technology advice, one of our products, a custom system, or a managed operations team — Demystify Systems helps you move from complexity to clarity.

Own Your SystemsGoverned AI AgentsASHR.work · PeopleFinocket · MoneyMysty · IntelligenceTechnology ConsultingProduct EngineeringData & IntegrationsAWS · GCP · AzureCloud ModernizationManaged OperationsWorkflow AutomationCustom SoftwareDecode · Design · Deliver