Ask ASUME

Ask is the interface for querying what ASUME understands about a company in natural language.

A person or an agent can ask a question about an organization and receive an answer grounded in the company's current understanding.

The important property is that Ask does not treat each question as an isolated generation task. It reasons from a representation that already exists and persists.

Ask reads from a company's maintained understanding rather than reconstructing the organization from source material for every question.

This is what allows repeated questions about the same company to stay consistent with one another. They draw on the same evidence, assumptions, and beliefs.

It also means Ask can answer questions whose conclusions were established earlier without rediscovering them, because those beliefs remain part of the company.

Questions typically concern the company's current state or the basis of a conclusion. For example:

• what a company appears to need, prioritize, or be constrained by;
• what capabilities the available evidence supports;
• why ASUME maintains a particular belief;
• what evidence supports or challenges a statement;
• and what assumptions a conclusion depends on.

Because the company preserves its reasoning structure, Ask can answer both about the organization and about the reasoning behind what ASUME represents.

An answer from Ask is not a standalone statement. It remains connected to its basis through traceability.

You can follow an answer back through the beliefs, propositions, assumptions, and evidence responsible for it.

This lets a user continue past the answer itself:

Why does ASUME believe this?

and inspect the evidence and assumptions beneath the conclusion rather than accepting generated text on its own.

Ask does not force every question into a confident answer.

Where the available evidence supports more than one explanation, an answer can preserve that uncertainty rather than collapsing it.

An answer may therefore be qualified, dependent on an assumption, limited to a particular scope, or explicit that the evidence is insufficient to resolve a question.

This keeps answers aligned with what the company understanding actually supports.

The same company can be queried in relation to different objectives.

A question asked for a revenue objective may emphasize different beliefs than one asked for procurement or partnerships, even though both operate on the same company.

Ask applies the shared company understanding to the question at hand rather than maintaining a different company for each objective.

Because an answer exposes its basis, it can be challenged through verification.

A reviewer might accept the underlying evidence but challenge an assumption, or accept a belief but question how strongly it was applied.

When verification changes the basis of a belief, later answers reflect the revised understanding.

Asking a question does not, by itself, change what ASUME understands about a company.

An answer is an application of the maintained understanding, not a replacement for it.

The company understanding changes through evidence and verification, not merely because a question was asked.

This keeps the company state stable across questions while still allowing it to be revised when its basis genuinely changes.