A reviewable plan for this question.
Reusable company context for the next.

Spotonix puts the company meaning, analytical plan, logic, and sources between a business question and the answer—so the responsible person can inspect the work instead of reconstructing it afterward.

Ask. Show. Remember.
No hidden leap from prompt to answer.

Each behavior removes a different piece of invisible expert work: deciding what the question means, checking what will run, and teaching the same term again later.

01 Human ControlAsk

Pause on meaning that changes the analysis.

Spotonix grounds each business term in the context available to the workspace. If an unresolved term could materially change the plan, it can ask your team to define it.

02 Visible LogicShow

Put the interpretation between question and query.

The selected definitions, scope, filters, measure, time window, and grain become a plan a responsible person can read before execution.

03 Compounding KnowledgeRemember

Make a supplied definition available later.

A newly supplied term can become workspace context for another question. Reuse is scoped to the supported persistence and retrieval path—not arbitrary chat memory.

The product path stays visible
from question to evidence.

The checkpoints below describe the observable workflow. Connector details and deployment controls remain explicit evaluation inputs, not assumptions hidden behind the diagram.

01

Question

A person asks an ordinary business question in the model surface the deployment supports.

02

Ground terms

Spotonix looks for names, descriptions, measures, relationships, and workspace context it can use.

03

Clarify

If missing company meaning could change the analysis, the workflow can pause and ask.

04

Show the plan

The interpretation, scope, measure, filters, time window, and grain are made visible.

05

Generate and run

Query logic is generated, material bindings are checked, and the selected customer-VPC warehouse path executes it.

06

Inspect and reuse

The answer exposes its basis. A newly supplied definition can be available as workspace context later.

See what Spotonix thinks you mean
before the analysis runs.

Origin belongs to each concept, not the plan as a whole. One row can come from your team, another from the model you maintain, and another can be assembled for the question.

Why row-level origin matters

The same plan can combine several kinds of meaning.

A single plan-level badge would erase that distinction. In this example, the team defines “habitual customers,” the model supplies the store dimension, and Spotonix assembles the decline comparison and grain for the analysis.

Defined by your team Found in your model Assembled by Spotonix Defined inline
Compound interpretation example Plan before execution
You asked

Which stores are losing habitual customers this quarter?

Interpretation

habitual customers

Customers who purchased in at least three of the previous six months.

Defined by your team

Analytical plan

Segment
Habitual customersDefined by your team
Change rule
Customer count down vs prior quarterAssembled by Spotonix
Group by
StoreFound in your model
Comparison
This quarter vs previous quarterDefined inline
Grain
Store × quarterAssembled by Spotonix
01

Read the interpretation and plan. Missing meaning is visible before the analysis runs.

02

Inspect the basis of the result. The answer does not have to hide behind a chat response.

Plan provenanceGenerated logic or SQLSourcesResult artifacts

Clarification and plan confirmation
are different checkpoints.

Conflating them makes the product sound more universal than it is. The missing-meaning gate applies across supported modes; the additional plan-confirmation pause is specific to Copilot mode.

Supported modes

Clarify material ambiguity.

When unresolved company meaning could change the analysis, the workflow can ask and wait for a definition before continuing.

Copilot mode

Add plan confirmation.

After required clarification is resolved, Copilot mode adds another pause so the person can review the plan before query generation continues.

What this workflow proves.
And what it does not.

A visible plan and evidence trail improve inspectability. They do not turn a generated answer into a universal guarantee.

The plan is not a correctness certificate.

It gives the accountable person something concrete to inspect before and after execution. The reviewer still decides whether the interpretation and result are usable.

Repeated questions need not produce identical SQL.

The question and plan inform query generation, and material bindings are checked. Spotonix does not claim a stable public plan hash or identical query text across runs.

A remembered term is not an authority system.

A concept-origin label does not establish authorship, permission, version history, expiration, or conflict resolution.

Input coverage is format-specific.

Model, SQL, BI, warehouse, and LLM support must be named at the tested subset. The Integrations page holds those boundaries.