Platform Usage Scenarios

Confluent as a Business Operating System
Organisations managing complex operations across departments can use Confluent to connect strategy, day-to-day activities, and continuous improvement. This approach helps teams work together more effectively and gives everyone a clear view of the business, making it easier to adapt to market changes.
Key Benefits
- Unified operational view across departments
- Faster strategic alignment and execution
- Improved cross-functional collaboration
- Enhanced organizational learning and adaptability
AKC Application
The AKC cycle connects departmental data silos (Data) into shared dashboards (Information), enabling cross-functional analysis (Knowledge), informing strategic resource allocation (Wisdom), and driving coordinated execution (Action).
Platform Features Used
- Holistic Modeling (EA)
- Real-time Dashboards
- AI Analysis & Graph Inference
- Workflow Automation

Managing Complex Environmental Remediation Projects
Biotech firms managing long-term environmental cleanup projects can use Confluent to coordinate stakeholders, handle changing regulations, and incorporate real-time scientific measurements. The platform helps teams track progress, respond to environmental changes, and maintain clear communication with regulators.
Key Benefits
- Integrated project monitoring and management
- Adaptive response to environmental changes
- Transparent reporting to stakeholders and regulators
- Improved decision-making with complex scientific data
AKC Application
Sensor readings and lab results (Data) are contextualized with site maps and regulations (Information). Predictive models forecast contaminant spread (Knowledge), guiding adaptive remediation plans (Wisdom) and targeted interventions (Action), with results feeding back into the system.
Platform Features Used
- Data Visualization
- Graph Analytics & Simulation
- Versioned Graph Store
- Context Engine

Accelerating Complex Product Development Cycles
Technology companies creating products with both hardware and software can use Confluent to connect market insights, design, engineering, and user feedback. The platform streamlines product development from concept to launch, helping teams deliver faster while maintaining clear visibility across different departments.
Key Benefits
- Reduced time-to-market
- Improved cross-team visibility
- Faster iteration based on early feedback
- Better alignment between technical and business stakeholders
AKC Application
Market research and requirements (Data) inform feature prioritization (Information). Design simulations and prototypes generate insights (Knowledge). Go/no-go decisions are made based on feasibility and strategy (Wisdom). Agile sprints execute development (Action), with user feedback driving the next cycle.
Platform Features Used
- Systems Thinking & OODA Integration
- Lean/Agile Tool Integration
- Simulation Engine
- Collaboration Features