The plan appears before execution.
Spotonix shows the terms, calculations, filters, and assumptions that will drive the answer.
Shows Its Work
Do not trust the answer until you can inspect the plan.
Spotonix shows every interpretation before execution, then compiles SQL only from the accepted plan.
What Shows Means
The plan is the product moment.
Most AI analytics products ask you to trust the final answer. Spotonix shows the reasoning path first. The visible plan is what lets the data team approve, reuse, and explain the answer.
The system refuses when needed.
If the plan does not close, Spotonix surfaces the ambiguity instead of pretending the answer is reliable.
SQL is compiled from the accepted plan.
The LLM proposes. The system verifies. The final query follows from the plan.
Every answer leaves an audit trail.
The accepted interpretation can be reused, inspected, and explained later.
Verification Workflow
From proposed plan to deterministic answer.
The LLM is useful, but it is not the source of truth. The accepted plan is what the system verifies, reuses, and compiles.
Propose the plan.
The LLM proposes a plan over validated Segments and Calculations instead of writing the answer directly.
Verify that it closes.
The system checks that every concept resolves against the Context Graph and that ambiguity is handled.
Compile and explain.
Once accepted, SQL compiles deterministically and the reasoning remains attached to the answer.
context.show
Plan Habitual Buyers + QoQ Retention + Store Performance
The answer is built from named business logic, not a raw generated query.
Verification Every concept resolves
The plan is accepted only when the algebra closes.
Execution Same plan, same SQL
The output is deterministic because the plan is the substrate.
Why It Matters
Showing the work is the trust mechanism.
Data teams can inspect the answer.
The system earns trust by exposing the reasoning path, not by asking for blind acceptance.
Compliance has something to audit.
Definitions, assumptions, and execution lineage are attached to the answer.
Business users understand why.
The answer is not just a number or chart. It carries the interpretation that produced it.
The same question stays stable.
The accepted plan can be reused, so the system does not improvise a different query next week.
Continue the Frame