AI operating foundation build — connect data, tools, and governance
A practical implementation program for the AI work foundation: data, permissions, tools, and workflow architecture.
Connect the systems and operating layers AI needs for real work
AI operating foundation build — connect data, tools, and governance
Before AI agents can run real business work, they need more than prompts. They need trusted data, scoped permissions, tool connections, and workflows that can be reviewed. Sanka helps you build that operating foundation across CRM, billing, inventory, purchasing, and accounting.
Business data foundation
Structure CRM, product, quote, invoice, inventory, and purchasing data so AI agents can read and update it safely.
Permissions and guardrails
Define what agents can do, what requires approval, and which actions should never run automatically.
Tool and MCP wiring
Connect Sanka, HubSpot, Salesforce, and internal systems through MCP and APIs so agents can execute real workflows.
What we build
- Business data models and object design that AI agents can rely on
- MCP/API tool setup for Claude, Codex, OpenAI, and internal clients
- Execution workflows for quotes, invoice checks, inventory allocation, purchasing, and expenses
- Human approval gates, permission scopes, and audit-log design
- Test data, evaluation criteria, and a runbook for pilot operation
| Area | Build work | Output |
|---|---|---|
| Data | CRM and back-office data modeling and connection | A business data layer agents can use |
| Tools | MCP/API and external system wiring | Callable business actions |
| Governance | Permissions, approvals, and audit logs | Production-ready guardrails |
How we work
- Assess — review business data, tools, permissions, and exception flows.
- Design — define agent tasks, source data, approval rules, and logging needs.
- Build — connect Sanka, CRM, internal systems, and AI clients.
- Validate — test accuracy, permissions, approvals, and audit logs with sample workflows.
Frequently asked questions
What should we prepare before using AI in operations?
Start by defining the data agents can access, the actions they can execute, and the actions that require approval. Sanka helps with the design, connection, and testing work.
Can we keep HubSpot or Salesforce?
Yes. The goal is not to replace your CRM. We connect CRM data with Sanka back-office data and make that foundation safe for AI workflows.
How is this different from AI adoption enablement?
The foundation build creates the technical, data, and governance layer. AI adoption enablement helps your team roll that foundation into daily operating practice.