Inspectable database analysis
See the database work behind the AI answer.
LangGrant makes database analysis inspectable through structured Reasoning Plans. Review the sources, SQL, definitions, and analytical steps behind a result, then apply your expertise before relying on it.
A focused starting point with LangGrant. Scope the deployment around your team and database environment.
An answer with work you can inspect
Checking an answer should start with seeing how it was produced.
A plausible answer leaves important questions open. Which definition did it use? Which tables were joined? Which filters changed the result? Experts need access to the analytical work to decide whether the answer fits the business question.
Trace the database sources
Inspect the databases and source SQL used in the analysis.
Review the analytical method
Examine definitions, joins, filters, calculations, and assumptions represented in the Reasoning Plan.
Apply business expertise
Correct and refine the reasoning when a business definition, assumption, or exception needs attention.
Start small
Start with one analysis that people need to check.
Choose a workflow where experts already spend time validating AI-generated analysis. Make its reasoning visible through LangGrant and evaluate the review process with the people who rely on the result.
Choose the workflow
Select a representative database question and the expert responsible for checking it.
Inspect the plan
Walk through the source SQL, definitions, and analytical steps together with the result.
Refine and evaluate
Apply an expert correction and compare the effort needed to reach an accepted analysis.
What to evaluate with your team
- Expert time spent understanding and checking an analysis
- Ability to trace a result to its sources and method
- Effort required to correct an assumption or definition
Questions before you start
What does inspectable reasoning mean here?
It means the structured database work represented in a Reasoning Plan: sources, SQL, definitions, and analytical steps. It does not mean access to a model's private internal thought process.
Does an explanation guarantee that a result is correct?
No. Inspectability gives your experts a basis for checking and improving the analysis. The result still needs review appropriate to the decision.
Can we start with one team?
Yes. Scope an evaluation around one analytical workflow and its reviewers. Discuss deployment and any versioning or approval requirements with LangGrant.
Bring one question your team needs to trust.
We will show how a database analysis can expose the work your experts need to inspect and refine.
Other focused ways to start
Choose the part of your database workflow you want to improve first.