Decision models and evaluation
Define goals, constraints and alternatives, including cases without a single correct answer, and design evaluation using operational data.
Solutions
Make key decisions faster, with reasons you can explain. AI helps compare dispatch, staffing and ordering options to make better use of your assets.
Point of View
Dispatch, staffing and ordering decisions shape utilisation, inventory and profitability. We align business goals and operational constraints so AI can present options and reasons for people to review and decide.
Consider vehicles, equipment, inventory and people in terms of their impact on the business. Connecting information and criteria supports decisions that make better use of existing assets.
Our Approach
We go beyond black-box predictions by starting from the constraints and judgment criteria your field teams actually use. By aligning corporate ROA objectives with operational constraints in a shared ontology, we deliver multi-option decision workflows that learn from every human override.
Separates hard constraints from soft objectives and links them with historical context. By connecting "Order, utilization & inventory data" (ERP, WMS, and historical shift logs) directly into "Rapid Plan & Option Generation", we ensure "Surfaces multiple scenarios and constraint status when conditions shift".
Combines forecasting, mathematical optimization, and condition extraction into comparable plans. By connecting "Operational & regulatory constraints" (Deadlines, load limits, labor rules, SLAs) directly into "Rationale Check & Exception Routing", we ensure "Routine cases proceed fast; constraint trade-offs route to accountable owners".
Enables rapid human comparison and logs why plans were modified to refine future criteria. By connecting "Veteran dispatcher/planner heuristics" (Priority trade-offs during exceptions) directly into "Override Feedback & ROA Gain", we ensure "Captures human modification reasons to continuously improve asset utilization".
System & Workflow Blueprint
ERP, WMS, and historical shift logs
Separates hard constraints from soft objectives and links them with historical context.
Surfaces multiple scenarios and constraint status when conditions shift
Deadlines, load limits, labor rules, SLAs
Combines forecasting, mathematical optimization, and condition extraction into comparable plans.
Routine cases proceed fast; constraint trade-offs route to accountable owners
Priority trade-offs during exceptions
Enables rapid human comparison and logs why plans were modified to refine future criteria.
Captures human modification reasons to continuously improve asset utilization
Pairs plan overrides with actual operational outcomes, turning individual planning know-how into a compounding organizational asset.
Our Service
Define goals, constraints and alternatives, including cases without a single correct answer, and design evaluation using operational data.
Combine demand or workload forecasts, planning optimisation and extraction of conditions from documents as the task requires.
Build around existing inputs and outputs, review screens, permissions and action logs so the system fits the workflow.
Intended Outcomes
We design every deployment so daily operational improvements translate directly into auditable governance and compounding enterprise value.
Bring conditions, expected effects and unmet constraints together so alternatives can be compared consistently.
Separate routine decisions from cases that need an accountable reviewer, giving teams a clear path for exceptions.
Record why a suggestion was accepted or changed and what happened next, so criteria can be reviewed.
Measuring Value
We agree on the current baseline, evaluation period and measures for your workflow. These are discussion points, rather than promised results.
Decision time and frequency of revisions
Constraint violations and exception handling
Asset utilisation and changes in business outcomes
Connected Capabilities
Contact
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From clarifying "what to build" to design, development, and operations. Practical support grounded in your business, operations, and data.