Engage
Answer a routine availability question using current, approved information
Responses should use approved information.
Policy · Permissions · Audit · Human review
Governance and human oversight, built into every workflow.
Enterprise AI does not need unrestricted authority to be useful. Each workflow can define which actions are automated, which require approval, and which are prohibited, while people stay accountable for judgment, exceptions and higher-risk commitments.
- Auto-processedwithin policy
- Held for reviewrouted to a person
- Blockednever automated
Workflow audit logIllustrative stream
TimeWorkflow and actionStatus
- EngagementAvailability inquiry answered from approved sourceAuto-processed
- ReplenishmentOrder exceeds budget capHeld for review
- AdsCampaign draft edited, no spend authorizedAuto-processed
- EngagementComment asked for a price overrideBlocked
- CreativeVariations passed quality checksAuto-processed
- ReplenishmentRequest duplicates an existing orderHeld for review
Auto-processed 0Held 0Blocked 0
- Customer comments are never authorization
- Creating a campaign does not authorize spend
- Orders above a budget cap are held for review
- Duplicate orders are held for review
- Thresholds are approved before they affect purchasing
- Observed facts are kept apart from possible explanations
- Uncertain or sensitive inquiries escalate to people
- Answers come from approved sources
Automation boundaries
Automate the routine. Hold the exceptions. Keep some decisions human.
Before automating a workflow, specify which steps AI may assist with, which actions can be executed automatically, which require approval, and which must remain under human control. Sort these examples, drawn from the five use cases.
Incoming actions 0Each action is checked against policy before anything runs.
Automated8
Runs within approved boundaries.
Engage
Record a lead and interaction history in the CRM
Subject to applicable consent and platform requirements.
Engage
Prepare or edit a campaign draft
Creating or editing a campaign does not authorize ad spend.
Create
Generate proposed variations from an approved product image
Outputs stay proposals until a marketing owner approves them.
Create
Check outputs for artifacts, product consistency and brand requirements
Quality assessment runs before human review.
Understand
Retrieve passages the user is permitted to see, with source references
Permission-aware retrieval from approved sources.
Monitor
Flag a branch whose sales fall below an agreed threshold
Rules identify the exception. People investigate it.
Act
Prepare a replenishment request from approved business rules
A proposal, validated against policy before it goes anywhere.
Waiting for sorted actions
Requires approval6
Held for review and routed to a person.
Engage
Activate advertising spend on a campaign
Creating or editing a campaign should not automatically authorize advertising expenditure.
Create
Publish creative assets to channels
Assets are routed to the appropriate marketing owner for approval.
Act
Submit an order above the budget cap
Requests that exceed a budget cap are held for review.
Act
Submit a request that duplicates an existing order
Requests that conflict with an existing order are held for review.
Act
Apply a new adaptive replenishment threshold
Adaptive thresholds are evaluated and approved before they affect purchasing decisions.
Understand
Add or correct information in the knowledge base
Validated updates are incorporated through governed processes.
Waiting for sorted actions
Prohibited or human-only7
Never executed automatically.
EngageProhibited
Execute a privileged action because a customer comment asked for it
Customer comments are never authorization, nor a way around platform safeguards.
EngageHuman-only
Reply automatically to an uncertain or sensitive inquiry
Uncertain or sensitive inquiries are escalated to a person.
MonitorProhibited
Present a possible explanation as the confirmed cause
Dashboards distinguish observed facts from possible explanations.
MonitorHuman-only
Decide what an exception means and what to do next
Exceptions go to the responsible team for investigation or follow-up.
UnderstandProhibited
Return content from sources the user is not permitted to access
Access follows the user role and the sensitivity of the data.
ActProhibited
Hold unrestricted authority over purchasing
Routine actions are automated within approved boundaries only.
CreateHuman-only
Sign off brand and campaign decisions
Automate production steps while preserving brand control and human accountability.
Waiting for sorted actions
Five use cases. One connected approach.
Six building blocks of a governed foundation.
The five use cases address different business challenges, but they share several underlying requirements. A shared Enterprise AI foundation can help organizations manage these requirements consistently.
01
Connected business data
Integrate relevant systems and information sources through supported connectors and APIs. Establish clear ownership, data-quality requirements, and update schedules.
02
Shared intelligence
Make approved information available to AI applications through retrieval, contextual grounding, and other appropriate methods. Keep source information and permissions visible to the workflows that use it.
03
Workflow orchestration
Coordinate the sequence of tasks, systems, decisions, approvals, and follow-ups needed to complete a business process.
04
Policy and permission controls
Define which actions can be automated, which require approval, and which are prohibited. Apply access restrictions according to the user's role and the sensitivity of the data or action.
05
Monitoring and auditability
Record relevant inputs, decisions, approvals, system actions, and outcomes. Provide the information needed to investigate errors and demonstrate how a workflow was executed.
06
Human oversight
Keep people involved wherever business judgment, exception handling, regulatory requirements, or financial and operational risk make human review necessary.
Human oversight
People stay in charge of judgment, exceptions and risk.
Keep people involved wherever business judgment, exception handling, regulatory requirements, or financial and operational risk make human review necessary. The aim is not to take people out of the workflow, but to spend their attention where it matters most.
- Business judgmentConfirming what a performance exception means before anyone acts on it.
- Exception handlingRequests that exceed a budget cap or conflict with an existing order.
- Regulatory requirementsDecisions where compliance obligations call for an accountable reviewer.
- Financial and operational riskAdvertising spend, purchasing commitments and changes to adaptive thresholds.
Replenishment requestHeld for reviewReady to approveApprovedRejected
A product at one branch is approaching its minimum stock level.
- Stock availability checked
- Supplier conditions met
- No duplicate or conflicting order
- Exceeds the budget capWithin the budget cap after a quantity edit
- Request prepared from approved business rulesWorkflow
- Exceeds budget cap, held for reviewPolicy
Illustrative example
Monitoring and auditability
Record what happened, and be able to show why.
Record relevant inputs, decisions, approvals, system actions, and outcomes. Provide the information needed to investigate errors and demonstrate how a workflow was executed.
Audit trailReplenishment request, one branch
- InputStock level retrievedFrom the inventory system through the supported integration.Recorded
- ContextRules and supplier conditions retrievedApproved sources only, with their origin kept alongside.Recorded
- DecisionRequest prepared and policy-checkedStock availability, budget limits, quantities and duplicates checked.Recorded
- ApprovalHeld: exceeds budget capRouted to the branch manager for review.Held for review
- HumanQuantity edited, then approvedThe reviewer and the decision are stored with the request.Approved
- ActionOrder submittedOnly where integrations and permissions allow.Executed
- OutcomeStatus tracked for reviewInforms the governed review of replenishment parameters.Recorded
Branch performance · weekly view As of the latest nightly refresh
Observed fact
Sales at one branch fell below the agreed threshold this week.
Possible explanation · unverified
Lower availability of two high-interest products may have contributed.
Sent to the branch team for investigation
The system should distinguish observed facts from possible explanations rather than present an unverified cause as certain. Report freshness depends on the underlying pipelines: nightly updates cannot show events that occurred after the latest refresh.
What monitoring tracks
Workflow execution
Which steps ran, in what order, and with what result.
Errors
Failures and exceptions, with the context needed to investigate them.
Data quality
Completeness, freshness and consistency of the data each workflow relies on.
Usage
Who uses which capabilities, and where adoption is growing or stalling.
Costs
The running cost of models, integrations and infrastructure per workflow.
Business outcomes
Measured against a baseline. Benefits are reported only after they are validated.
Define the boundaries first
Five questions to settle before you automate.
Defining automation boundaries is step four of the six-step approach. It is where governance is designed into a workflow, rather than added after something goes wrong. Benefits should be reported only after they have been measured and validated.
Automation boundariesTick each question your team has an agreed answer to.
Govern from day one
Design the guardrails before you scale the automation.
Book a consultation to map one workflow, agree which actions can be automated, which require approval and which stay with people, and plan how every step will be recorded.
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Workflow first. Technology second. A practical starting point, not a sales pitch.