Executive Overview
One platform for Work Discovery, AI value, and workforce intelligence—governed by assurance and scenarios.
Work Discovery
Reconstructs roles, activities, workflows, outputs and outcomes from authorised enterprise evidence.
AI Value & ROI
Identifies opportunities and separates gross capacity from risk-adjusted realisable value.
Strategic HRBP
Translates evidence into workforce, skills, talent, leadership, change and organisation-design recommendations.
Account Executive Sales · 42 people · 91% observable work · 91% model confidence
14 signals · CRM → Email → Calendar
11 signals · Email → Calendar → Docs
£2,404,885 risk-adjusted realisable value
CRM administration
Automate · 82% confidence
9,510 hrs£297,428 realisable valueProposal creation
Augment · 82% confidence
7,179 hrs£171,512 realisable valueForecast reporting
Automate/Augment · 82% confidence
5,128 hrs£160,379 realisable valueInternal coordination
Redesign · 82% confidence
2,735 hrs£57,025 realisable valueEvidence before recommendation.
Every finding carries provenance, coverage, model confidence, workflow reliability, financial assumptions, and a required human decision. Capacity value is never represented as automatic cash savings or an employee action.
| Function | Coverage | Accuracy | Workflow precision | Confidence | Status |
|---|---|---|---|---|---|
| Sales | 91% | 88% | 100% | 91% | Validated |
| Finance | 89% | 85% | 100% | 89% | Validated |
| HR | 87% | 83% | 100% | 87% | Validated |
| Customer Service | 93% | 90% | 100% | 93% | Validated |
| Engineering | 90% | 87% | 100% | 90% | Validated |
POC validation view only: synthetic ground-truth labels are shown after inference and are never supplied to the classifier.
[
{
"id": "E-SAL-1",
"person": "P1000",
"system": "CRM",
"object": "OPP-112",
"text": "customer selling",
"inferred": "Customer selling",
"confidence": "91%",
"truth_after_inference": "Customer selling"
},
{
"id": "E-SAL-2",
"person": "P1001",
"system": "Email",
"object": "OPP-112",
"text": "proposal creation",
"inferred": "Proposal creation",
"confidence": "91%",
"truth_after_inference": "Proposal creation"
},
{
"id": "E-SAL-3",
"person": "P1002",
"system": "Calendar",
"object": "OPP-112",
"text": "crm administration",
"inferred": "CRM administration",
"confidence": "91%",
"truth_after_inference": "CRM administration"
},
{
"id": "E-SAL-4",
"person": "P1003",
"system": "Docs",
"object": "OPP-112",
"text": "internal coordination",
"inferred": "Internal coordination",
"confidence": "91%",
"truth_after_inference": "Internal coordination"
}
]Translate work insight into organisational choices.
Seeded recommendations are intentionally advisory: redesign capacity, target skills development, prepare leaders for change, and validate operating-model implications with HR and business owners.
Scenario modelling is prepared for Phase 2.
Baseline evidence and ROI models are versioned now; configurable intervention, adoption, and realization assumptions can be added without altering source evidence.
Connector catalogue is intentionally deferred.
This Phase 1 application uses synthetic seeded data only. No live enterprise systems are connected.