For analysts & analytics engineering
Stop re-explaining the same business meaning one question at a time.
Your work is not just writing SQL. It is finding the intended definition, checking the analytical path, and making the result understandable. Spotonix makes those steps visible so repeated questions do not begin from zero.
The workday today
The expensive part of an ad-hoc request happens around the query.
The requester knows the business intent. You know the model and its edge cases. Today, that context is exchanged manually and reconstructed again for the next question.
Question trading
The request arrives without the context needed to answer it.
The first question becomes a chain of follow-ups about scope, exclusions, date windows, and which business event actually counts.
Context archaeology
You reconstruct meaning from models, queries, and people.
The useful definition may live across a semantic model, an old SQL query, a dashboard, and the analyst who remembers the exception.
Review and repair
Generated work still lands on your desk.
You inspect the grain, joins, filters, and business interpretation—then explain the corrected answer back to the requester.
What changes
The handoff becomes visible and reviewable.
Spotonix does not remove business judgment. It gives that judgment a place to appear before and after execution.
01
Ask
Turn missing meaning into a precise question.
Material ambiguity is surfaced as a business clarification instead of being buried inside generated logic.
02
Show
Review interpretation before output.
See selected terms, calculations, scope, filters, grain, and the generated logic or SQL when present.
03
Remember
Carry explicit context into the next request.
Definitions supplied by the team can remain available as workspace context for later analysis and review.
Representative questions
See the concept before you inspect the SQL.
The highlighted term is a matter of interpretation. Resolve it first, then evaluate whether the plan and generated logic carry that meaning through.
“Break down weekly active users by plan and region.”
The qualifying activity and calendar boundary determine the metric before the dimensions are added.
“Which campaign had the best conversion rate?”
Attribution window, denominator, conversion event, and multi-touch handling can change the ranking.
“Compare retention for the new customer cohort.”
First purchase, first activation, first paid month, and reactivated customers produce different cohorts.
Who owns what
Keep the responsible team in the loop.
The goal is not to remove the analyst from consequential work. It is to stop making the analyst reconstruct the same context and review surface from scratch.
Business requester
Supply the intent and the missing business choice.
The requester can answer whether “active” means login or a qualifying action without needing to translate the whole request into SQL.
Analyst or analytics engineer
Own the reusable definition and review criteria.
Your team remains responsible for the model, the company definition, and the evidence required to accept the analysis for that workflow.
A bounded proof
Bring 10 questions that usually require a handoff.
Measure clarification rounds, analyst interventions, corrections, and the evidence available at the end—not only whether an answer appeared.
Book DemoSee how it works