Discovery and strategyNeeds discovery
AI opportunity audit
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Prioritized opportunity map
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Owner validates priorities and assumptions.
Discovery and strategyFocused
Process and data readiness review
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Readiness gaps and next actions
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Owner validates priorities and assumptions.
Discovery and strategyIntegrated
AI solution architecture
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Architecture and integration plan
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Owner validates priorities and assumptions.
Discovery and strategyIntegrated
Pilot and evaluation design
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Test set, baseline and acceptance criteria
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Owner validates priorities and assumptions.
Discovery and strategyIntegrated
AI governance and risk review
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Roles, controls and risk register
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Owner validates priorities and assumptions.
AI employeesIntegrated
Knowledge AI employee
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Source-linked answers and hand-off workflow
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Permissions, action limits, audit trail and hand-off to a person are defined before launch.
AI employeesIntegrated
Customer support AI employee
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Triage, draft replies and controlled actions
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Permissions, action limits, audit trail and hand-off to a person are defined before launch.
AI employeesIntegrated
Sales and qualification assistant
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Lead context, follow-ups and CRM drafts
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Permissions, action limits, audit trail and hand-off to a person are defined before launch.
AI employeesIntegrated
Document operations AI employee
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Intake, checks, drafts and exception queue
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Permissions, action limits, audit trail and hand-off to a person are defined before launch.
AI employeesAdvanced
Operations coordination AI employee
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Multi-system task coordination with approvals
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Permissions, action limits, audit trail and hand-off to a person are defined before launch.
Process automationIntegrated
Unified request intake
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: One queue, routing rules and status tracking
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Exceptions and material approvals remain visible to responsible staff.
Process automationFocused
Email and messenger workflow
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Classification, templates and follow-up rules
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Exceptions and material approvals remain visible to responsible staff.
Process automationIntegrated
CRM, ERP and accounting synchronization
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Validated data flow between systems
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Exceptions and material approvals remain visible to responsible staff.
Process automationIntegrated
Approvals and exception workflow
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Approval trail, reminders and exception routing
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Exceptions and material approvals remain visible to responsible staff.
Process automationAdvanced
Automation where no API exists
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Controlled RPA flow with failure recovery
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Exceptions and material approvals remain visible to responsible staff.
Language and documentsIntegrated
OCR and structured extraction
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Validated structured records from documents
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Uncertain or sensitive results go to review with their source.
Language and documentsFocused
Document classification and summaries
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Searchable classes, summaries and routing
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Uncertain or sensitive results go to review with their source.
Language and documentsIntegrated
Permission-aware semantic search
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Source-linked search over approved knowledge
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Uncertain or sensitive results go to review with their source.
Language and documentsIntegrated
Contract and version comparison
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Difference report and review queue
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Uncertain or sensitive results go to review with their source.
Language and documentsAdvanced
Multilingual text and voice assistant
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Recognize, translate, answer and hand off
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Uncertain or sensitive results go to review with their source.
Data ScienceAdvanced
Demand and workload forecasting
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Forecast service with monitored accuracy
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Recommendations are monitored against an agreed baseline; accountable decisions stay with people.
Data ScienceAdvanced
Recommendations and personalization
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Ranked offers with evaluation framework
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Recommendations are monitored against an agreed baseline; accountable decisions stay with people.
Data ScienceAdvanced
Lead, churn and propensity scoring
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Scored cases with calibration and review
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Recommendations are monitored against an agreed baseline; accountable decisions stay with people.
Data ScienceAdvanced
Anomaly and quality detection
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Alerts with thresholds and investigation context
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Recommendations are monitored against an agreed baseline; accountable decisions stay with people.
Data ScienceAdvanced
Scheduling and resource optimization
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Constraint-based recommendations and scenarios
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Recommendations are monitored against an agreed baseline; accountable decisions stay with people.
Computer VisionAdvanced
Visual quality inspection
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Inspection model and human review station
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Low-confidence and safety-relevant cases are reviewed by a person.
Computer VisionAdvanced
Object counting and condition monitoring
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Event stream, confidence and exception review
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Low-confidence and safety-relevant cases are reviewed by a person.
Computer VisionIntegrated
Document and form vision
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Layout-aware extraction and validation
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Low-confidence and safety-relevant cases are reviewed by a person.
Computer VisionIntegrated
Image classification and visual search
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Tagged collection and similarity search
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Low-confidence and safety-relevant cases are reviewed by a person.
Computer VisionAdvanced
Video event analytics
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Defined event detection and review console
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Low-confidence and safety-relevant cases are reviewed by a person.
AI product engineeringIntegrated
AI feature in an existing product
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Production feature behind a replaceable provider adapter
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Access, quality thresholds and fallback behavior are part of the product design.
AI product engineeringIntegrated
AI MVP or internal tool
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Testable product slice with usage measurement
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Access, quality thresholds and fallback behavior are part of the product design.
AI product engineeringIntegrated
Copilot inside an existing application
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Contextual assistance with permission boundaries
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Access, quality thresholds and fallback behavior are part of the product design.
AI product engineeringIntegrated
Model adapter and evaluation system
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Provider-independent gateway and regression set
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Access, quality thresholds and fallback behavior are part of the product design.
AI product engineeringIntegrated
AI cost, speed and reliability optimization
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Routing, caching, monitoring and fallbacks
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Access, quality thresholds and fallback behavior are part of the product design.
Software modernizationNeeds discovery
Legacy system assessment and rule recovery
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: System map, recovered rules and transition options
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Data, critical rules and rollback are verified at each transition stage.
Software modernizationAdvanced
Staged legacy rewrite
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Replaced modules with data and behavior checks
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Data, critical rules and rollback are verified at each transition stage.
Software modernizationAdvanced
Desktop system to web or mobile
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Modern client with a controlled transition
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Data, critical rules and rollback are verified at each transition stage.
Software modernizationAdvanced
Language and framework modernization
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Supported stack with preserved critical behavior
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Data, critical rules and rollback are verified at each transition stage.
Software modernizationIntegrated
API and integration layer for legacy software
A common solution pattern, scoped to your process, data and controls.
Typical deliverable: Stable interface around the existing system
What affects scope
Complexity depends on: Number of systems and integrations · Data quality and required controls
Control: Data, critical rules and rollback are verified at each transition stage.