Permissions travel with information
Source information and permissions stay visible to the workflows that use them, so retrieval respects who is asking and why.
The Axceera Enterprise AI Architecture
Six conceptual layers. One foundation for connected business workflows.
From the interface a customer or employee sees, down to the controls and monitoring that keep every action accountable. Explore what each layer does, and how they work together.
- 01ExperienceWhere people meet AI-enabled capabilities
- 02Workflow orchestrationTasks, routing, approvals and exceptions
- 03Shared intelligenceApproved knowledge, retrieval and memory
- 04Integration and connectorsConnections to POS, ERP, CRM and more
- 05Security and governanceIdentity, access, policy and audit
- 06Monitoring and evaluationExecution, quality, cost and outcomes
Explore the layers
Scroll to separate the stack. Select a layer to look inside.
Layer 01
Experience
Interfaces through which people and business processes interact with AI-enabled capabilities.
- Dashboards
- Creative tools
- Engagement interfaces
- Operational reports
In a customer inquiry: The experience layer receives the inquiry.
Layer 02
Workflow orchestration
Coordinates tasks, routes requests, manages approvals, and handles exceptions across business processes.
- Routing
- Approvals
- Exception queues
- Hand-offs
In a customer inquiry: The orchestration layer identifies the appropriate workflow.
Layer 03
Shared intelligence
Provides contextual information through approved knowledge sources, retrieval mechanisms, and managed memory where appropriate.
- Approved sources
- Retrieval
- Grounding
- Managed memory
In a customer inquiry: The shared intelligence layer retrieves relevant approved information.
Layer 04
Integration and connectors
Connects supported enterprise systems, such as POS, ERP, CRM, inventory platforms, and advertising APIs.
- POS
- ERP
- CRM
- Inventory
- Advertising APIs
In a customer inquiry: The integration layer accesses the necessary business records.
Layer 05
Security and governance
Applies identity and access controls, tenant separation where required, policy enforcement, audit logging, and safeguards around automated actions.
- Identity and access
- Tenant separation
- Policy enforcement
- Audit logging
In a customer inquiry: Governance controls determine which actions are permitted.
Layer 06
Monitoring and evaluation
Tracks workflow execution, errors, data quality, usage, costs, and business outcomes to support ongoing evaluation and improvement.
- Execution
- Errors
- Data quality
- Usage
- Costs
- Outcomes
In a customer inquiry: Monitoring records the response and relevant workflow events.
What the layers keep consistent
Six layers, three commitments that hold across every workflow.
Actions stay inside policy
Governance controls determine which actions are permitted before anything is executed. Exceptions are routed to people.
Every workflow is observable
Execution, errors, data quality, usage, costs and outcomes are tracked to support ongoing evaluation and improvement.
How the layers work together
One customer inquiry, six layers in sequence.
A customer inquiry illustrates the relationship between these layers. Let it play, or step through it yourself.
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The experience layer receives the inquiry.
Social message
Hi, is the large size available at your city branch this week?
The orchestration layer identifies the appropriate workflow.
- Intent
- Availability
- Workflow
- Product availability inquiry
- Next steps
- Retrieve approved information, check stock, apply policy
The shared intelligence layer retrieves relevant approved information.
- Product catalog entryApproved source
- FAQ: availability and deliveryApproved source
- Internal pricing notesNot permitted here
The integration layer accesses the necessary business records.
- Inventory system
- City branch: in stock
- CRM
- Existing contact found
- Freshness
- As of the latest scheduled sync
Governance controls determine which actions are permitted.
- Send an approved response using current information
- A quotation request would be routed to a sales representative
- The comment is never treated as authorization for a privileged action
Monitoring records the response and relevant workflow events.
- Inquiry received and classified
- Two approved sources used
- Response sent automatically, as permitted
- Lead recorded in CRM, subject to consent
This connected approach helps organizations move from isolated AI interactions toward coordinated business processes.
Capabilities and layers
Every use case uses all six layers. Each leans on some more than others.
An indicative view of where each of the five capabilities tends to place most of its weight. Select a row to see why.
| Capability | 01Experience | 02Workflow orchestration | 03Shared intelligence | 04Integration and connectors | 05Security and governance | 06Monitoring and evaluation |
|---|---|---|---|---|---|---|
| 01 CreateCreative and content production | ||||||
| 02 EngageCustomer engagement | ||||||
| 03 UnderstandInstitutional knowledge | ||||||
| 04 MonitorPerformance intelligence | ||||||
| 05 ActOperational automation |
- Leans on most
- Significant role
- Supporting role
Create: Generation, quality checks and human review happen across creative tools and approval routing, drawing on approved brand information from shared intelligence. Explore
Engage: Inquiries are classified and routed, answered from approved sources, and governed so that customer comments are never treated as authorization for privileged actions. Explore
Understand: Permission-aware retrieval and grounded responses carry the workload, with source freshness, validation and access controls kept under review. Explore
Monitor: Consistent data from supported POS, ERP, CRM, finance and advertising systems is presented as role-based views, with access restrictions applied. Explore
Act: Enforceable rules, approval routing and traceable execution matter most, because automated replenishment without safeguards can introduce financial and operational risk. Explore
Indicative only. Every capability relies on all six layers, and the emphasis shifts with the workflow. The final implementation will depend on the organization's existing systems, business requirements, security needs, and selected technologies.
Conceptual model
"The final implementation will depend on the organization's existing systems, business requirements, security needs, and selected technologies."
The Axceera Enterprise AI Architecture, Beyond AI Tools eBookFrom concept to implementation
A conceptual model, not a fixed blueprint.
Axceera's Enterprise AI approach can be represented through six conceptual layers. How each one is realized differs between organizations, so the work starts by understanding four things before choosing any tool.
Existing systems
What you already run, what it exposes through supported integrations, and who owns each source.
Business requirements
The workflow being improved, the decisions and approvals involved, and the measures that define success.
Security needs
Identity and access controls, tenant separation where required, privacy and compliance constraints, and audit expectations.
Selected technologies
Models, retrieval approaches, cloud services and connectors chosen to fit the first three, not the other way round.
Technology and delivery capabilities
The engineering behind each layer.
Depending on the project and implementation requirements, relevant capabilities may include the following. Specific technologies and deployment approaches are selected according to the organization's requirements.
- 01AI model integrations
- 02Retrieval-augmented generation and enterprise knowledge retrieval
- 03Vector search and knowledge architectures
- 04API and enterprise-system integrations
- 05Cloud-based application development
- 06Workflow automation and business-process orchestration
- 07Data access controls, monitoring, and auditability
Plan your architecture
Map your systems to the six layers with the Axceera team.
Book a consultation to review your existing systems, business requirements and security needs, and identify which layers a first, well-scoped workflow would rely on.
Prefer email? hello@axceera.com
Free 20-minute discovery call
Workflow first. Technology second. A practical starting point, not a sales pitch.