An analytics answer needs a receipt—not just a screenshot

A screenshot preserves an answer. It does not preserve why a team believed the answer.

That gap matters when an analytics agent turns an ambiguous business question into a number that later informs a decision. Spotonix defines decision provenance as the trace connecting the original question to its interpretation, analytical plan, data and logic, answer, and human review. The useful part of the definition is that it reaches beyond ordinary data lineage: lineage can show where data moved, while decision provenance records the business meaning and human disposition attached to its use.

The minimum receipt

Spotonix’s worked example starts with the question, “Why did enterprise revenue miss plan?” A reviewable record would preserve four layers:

1. The question as asked. Do not replace it later with a cleaner prompt that makes the answer look more inevitable.
2. The selected meaning. Record which definitions of “enterprise” and “revenue” were used.
3. The analytical path. Keep the comparison window, grain, logic, sources and result together.
4. The human disposition. Record whether the reviewer accepted, corrected or escalated the result.

This turns review into more than checking generated SQL. A reviewer can recover the original request, inspect the assumptions that shaped it, follow the sources and logic, and see what happened after the answer was presented.

Preserve corrections without rewriting history

The reviewer disposition is especially important. If a person corrects the enterprise-customer definition, the system should not silently overwrite the first interpretation and present the revised answer as though it had always been obvious. Keeping both the original path and the correction shows where the analytical process failed and what changed.

That record can also prevent a past answer from becoming accidental policy. Spotonix explicitly says provenance should show what was known and accepted at the time without treating the prior decision as permanent truth. Definitions, source data and business conditions can all change; a reusable answer still needs to expose its date and assumptions.

What the receipt cannot prove

Decision provenance is not an accuracy certificate. Spotonix’s own boundary is clear: provenance supports inspection and accountability, but does not prove the underlying decision was correct. A complete record can faithfully document a bad definition, faulty source or mistaken approval.

The practical deployment test is therefore modest but useful: ask whether a later reviewer can recover the original question and selected meaning; whether the plan, sources, logic and result remain linked; and whether human acceptance, correction or escalation is recorded without erasing the earlier state. If an analytics agent can only export a chart or final number, it has preserved the output—not the decision path.