The decision question
What exactly must change in work, actors, systems, data, controls and metrics for the approved future state to become operational?
Polarstar capability detail
Carry business meaning from strategy through Builder implementation, acceptance and runtime measurement without a second discovery project.
The decision question
What exactly must change in work, actors, systems, data, controls and metrics for the approved future state to become operational?
What the FDE investigates
Current and target workflow, decisions, actors, policies, data, integrations, exceptions, dependencies, rollout constraints and acceptance owners.
What becomes computable
Current → target → delta, with implementation-critical semantics, open decisions, technical freedom, tests and instrumentation.
From ambiguity to accountable change
Every engagement connects operational reality to a reviewable model, an authorised action and evidence of what actually changed.
Compile an approved scenario into a transformation package, expose unresolved business decisions and prepare Builder acceptance criteria.
The assistant uses scoped tools to investigate and prepare model or workspace operations. Material changes remain proposals until the right person authorises them.
An executable transformation blueprint, implementation package, rollout sequence, test contract and measurement design.
Builder should solve engineering choices, not rediscover the business decision. Unresolved semantics return to a named business owner.
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.