
Finance analytics
What was our gross margin by product line last quarter?
Product line IDs sourced from Snowflake product_all. Support costs sourced from support_2026.xlsx.
Gross margin by product line
Live warehouse answer
What Vuon does
Vuon connects directly to your data warehouse and returns answers immediately, grounded in your company data model and metric definitions.
No SQL. No waiting.
“What was our gross margin by product line last quarter?”
“Show me departments that are over budget YTD.”
“Which customers had the highest revenue churn in Q1?”
Why it is different
ChatGPT and Claude can help with syntax. Vuon has the semantic context finance work depends on: what tables mean, how they join, and which metric definitions the business trusts.
| Capability | ChatGPT / Claude | Vuon |
|---|---|---|
| Knows your schema | ✅ (if you paste it) | ✅ (auto-ingested) |
| Knows your business logic | ❌ | ✅ (Drive, Notion, PDF, etc.) |
| Runs queries live | ❌ | ✅ |
| Learns from your query history | ❌ | ✅ |
Finance-specific value
Run variance analysis and scenario questions on demand, without analyst dependency.
Spot anomalies or reconciliation gaps by asking natural questions across datasets.
Get the number you need for a board meeting in minutes, not days.
Answer stakeholder questions in real time during budget reviews.