The decision question
How can a natural-language assistant do senior field-discovery work while staying inside evidence, permission and decision boundaries?
Polarstar capability detail
Polarstar investigates the business, builds its computable model, runs governed analysis and prepares actions that people can inspect and authorise.
The decision question
How can a natural-language assistant do senior field-discovery work while staying inside evidence, permission and decision boundaries?
What the FDE investigates
Organisation, roles, work, decisions, systems, database schemas, third-party workflows, cost structures, controls, metrics and source conflicts.
What becomes computable
Persistent investigation plans, source and workflow profiles, business-model proposals, role-allocation assessments, economic analyses and measurement contracts.
From ambiguity to accountable change
Every engagement connects operational reality to a reviewable model, an authorised action and evidence of what actually changed.
Explain, investigate, map schemas, trace workflows, propose model changes, calculate scenarios and prepare governed workspace operations.
The assistant uses scoped tools to investigate and prepare model or workspace operations. Material changes remain proposals until the right person authorises them.
A shared transformation model and durable artifacts—not conclusions trapped in chat—with tool traces, checkpoints, proposals and review state.
The FDE acts under the current user’s permissions. Material changes are previewed, approved and logged; deterministic engines own the numbers.
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.