The decision question
Which work would materially change cost, service, growth or risk—and why is AI the right intervention?
Polarstar capability detail
Choose the business work that is worth changing.
Turn a broad AI mandate into a bounded management decision with an owner, outcome, constraints and evidence threshold.
ChallengesChoose the right workOverview
What the FDE investigates
Demand, delivery units, recurring work, pain points, strategic priorities, existing initiatives and the people accountable for the result.
What becomes computable
Outcome → delivery unit → work → decision → resource → cost → metric, with explicit scope and unresolved unknowns.
From ambiguity to accountable change
A working model, not another layer of commentary.
Every engagement connects operational reality to a reviewable model, an authorised action and evidence of what actually changed.
What Polarstar can do
Rank decision-changing questions, create an investigation plan and propose a precise transformation decision contract for review.
The assistant uses scoped tools to investigate and prepare model or workspace operations. Material changes remain proposals until the right person authorises them.
What you receive
A prioritised opportunity boundary, named decision owner, non-goals, success measures and stop conditions.
What keeps the conclusion honest
An opportunity remains a hypothesis until its workload, outcome, constraints and economic mechanism are supported by admissible evidence.
Illustrative interaction
Ask in business language. Receive structured work.
Illustrative operating pattern—not a customer result or performance claim.
AI-native FDE operating pattern
Conversation is the interface. The business model is the shared state.
The FDE can move from a question to investigation and governed action without hiding evidence, calculation or authority.
- 01
Understand intent
Clarify the business decision, owner, boundary and success test.
- 02
Investigate the field
Use only authorised evidence, systems, schemas and workflow context.
- 03
Model and calculate
Propose business objects, trace dependencies and run deterministic engines.
- 04
Preview and authorise
Show the exact change, limitations and authority required before execution.
- 05
Measure and learn
Return runtime observations to the hypothesis and decide what changes next.
Authority stays explicit
The FDE acts under the current user’s identity and permissions. Investigation does not create approval.
Numbers stay deterministic
LLMs help understand and explain. Versioned formulas and constraints calculate the result.
Every claim stays traceable
Sources, assumptions, inferences, proposals, decisions and observations retain separate states.
Discuss your challenge
Bring one real business decision into the field.
We will define what must be understood, what can be calculated and what evidence is required before change is authorised.