Dynamic Load Balancing

AI sequences incoming demand across channels or systems so capacity stays balanced and bottlenecks stay down.

Business impact

• Mobile download speed — Vodafone Ireland reported an initial 6% improvement in average download speed.

Data requirements

• Traffic forecasts (tabular) — Vodafone Ireland used forecasts of near-term traffic peaks.
• Order streams (tabular) — Starbucks sequences orders across service channels.
• Workload routing signals (tabular) — Atlassian routes workloads across providers and infrastructure.

AI methods and techniques

• Machine learning forecasting — Vodafone Ireland used forecasts of near-term 3G traffic peaks to trigger balancing actions.
• Routing — Atlassian routes workloads across providers through an internal AI platform and model gateway.
• Sequencing — Starbucks uses Smart Q to order work across service channels and manage production flow.

Industries

Real-world evidence

3 documented case studies on record.

Companies using this: Atlassian, Starbucks, Vodafone.