Grounding & System Integration
An agent is only as good as the systems and facts it can reach.
What the engagement covers.
Most agent failures are integration failures: stale data, missing context, brittle connectors. This service builds the retrieval and connector layer that makes agent output defensible.
Included capabilities
- Connector build for ERP, CRM, ticketing, mail and document repositories
- Retrieval design with source ranking, freshness and citation of origin
- Permission-aware retrieval so agents never exceed the requesting user’s access
- Structured tool interfaces preferred over screen-scraping where available
- Data quality monitoring and stale-source alerting
Outputs and deliverables
- Connector inventory and integration specifications
- Retrieval and grounding design with citation rules
- Permission-aware access model
- Accuracy test results and monitoring configuration
How it is delivered, step by step.
Each step has an owner, an entry condition and an artefact that has to exist before the next step begins.
Where this is typically applied.
Workflows spanning several systems of record
Environments where user-level access control must be preserved
The operating pattern for Agentic AI as a Service (GaaS).
The same delivery discipline applies across every capability in this line, so combined engagements stay coherent.
Integration
- AAIOS tool broker connects to ERP, CRM, ticketing, email and document stores.
- Identity provider for agent identity, scoped tokens and least-privilege access.
- Existing approval workflows, so human sign-off stays where governance expects it.
- Data platform and warehouse for grounding, retrieval and reporting.
Engagement approach
GaaS is priced per workflow with a defined scope of actions, not per seat. Every workflow starts in shadow mode, moves to human-approved execution, and only reaches autonomous execution for action classes where the client has explicitly accepted the risk in writing.
Other capabilities in Agentic AI as a Service (GaaS).
Managed Agent Workflows
A business process handed over to an agent, with someone accountable for the result.
GA-02AAIOS Runtime & Tool Broker
The operating layer agents run on: permissions, memory, tools and an audit ledger.
GA-03Agent Governance & Oversight
Autonomy granted deliberately, in writing, per action class.
GA-05Evaluation & Assurance
Measure the agent continuously, because the model underneath will change.
GA-06Cost, Capacity & Model Routing
Keep unit economics under control as volume grows.