The decision question
Can leaders explain how one delivery unit is produced, who does and decides what, what it consumes and where performance is constrained?
Polarstar capability detail
Receive more than an org chart: a reviewed current-state model connecting outcomes, work, decisions, roles, systems, resources and cost.
The decision question
Can leaders explain how one delivery unit is produced, who does and decides what, what it consumes and where performance is constrained?
What the FDE investigates
Business structure, offerings, delivery paths, positions, skills, systems, data, vendors, resources, controls, costs and metrics.
What becomes computable
A versioned business and organisation graph with typed dependencies, evidence standing, source lineage and decision-specific completeness.
From ambiguity to accountable change
Every engagement connects operational reality to a reviewable model, an authorised action and evidence of what actually changed.
Review proposed objects and relationships, resolve semantic conflicts and approve only the current-state assertions supported by evidence.
The assistant uses scoped tools to investigate and prepare model or workspace operations. Material changes remain proposals until the right person authorises them.
A reusable current-state model, delivery recipes, organisation relationships, economic baseline, authority map and open-question register.
Every material claim retains source, date, permitted use, confidence and review state; unknown is never silently converted to zero.
Illustrative interaction
Illustrative operating pattern—not a customer result or performance claim.
AI-native FDE operating pattern
The FDE can move from a question to investigation and governed action without hiding evidence, calculation or authority.
Clarify the business decision, owner, boundary and success test.
Use only authorised evidence, systems, schemas and workflow context.
Propose business objects, trace dependencies and run deterministic engines.
Show the exact change, limitations and authority required before execution.
Return runtime observations to the hypothesis and decide what changes next.
The FDE acts under the current user’s identity and permissions. Investigation does not create approval.
LLMs help understand and explain. Versioned formulas and constraints calculate the result.
Sources, assumptions, inferences, proposals, decisions and observations retain separate states.
Discuss your challenge
We will define what must be understood, what can be calculated and what evidence is required before change is authorised.