Product by Nepal Data Labs

Plain questions. Controlled SQL. Explainable answers.

Dataforge maps business language to approved schemas, query controls, source tables, and answer evidence.

DataforgeQuestion to evidence
Question

Which distributors exceeded credit period?

Context

Distributor aliases, credit-days metric, approved tables.

Answer

14 distributors exceed the configured period.

View SQLSource tablesApplied filters

Questions

Ask without table names.

What were total sales last month?Compare this quarter against last quarter.Which distributors caused the decline?Which products are below safety stock?Which accounts have overdue balances?

Product Preview

Question in. Evidence out.

Dataforge answer

Three distributors need review based on overdue balance, credit period, and recent payment behavior.

3Priority accounts
Generated read-only querySELECT distributor, region, risk_level FROM dealer_credit_view WHERE overdue_days > credit_days ORDER BY overdue_balance DESC LIMIT 10;
EntitySegmentPriority
Aster TradePokharaHigh
Himal SupplyBiratnagarMedium
Metro DealerKathmanduMedium
Sourcedealer_credit_view
DefinitionOverdue = outstanding invoice beyond approved credit period.
ControlRead-only access against approved reporting data.
Predicted follow-ups

Evidence Standard

Every answer needs a trail.

Fast answers are useful. Visible evidence makes them usable.

Question

Original intent

Mapping

Terms to schema

SQL

Generated query

Source

Tables and filters

Access

Authorized answers

Follow-up

Context preserved

Conversation

Follow-ups keep context.

Context retained
User

Show sales by region

Dataforge

Top regions ranked by sales for the selected period.

Dataforge

Kathmandu leads, while Pokhara shows the sharpest decline.

5Regions returned
Only show the top five
Answer

Top regions ranked by sales for the selected period.

5Regions returned
Sourceregional_sales_summary
SELECT region, SUM(net_sales) FROM regional_sales_summary GROUP BY region ORDER BY 2 DESC LIMIT 5;

Business Context

Business words become data logic.

cust_idCustomer
dist_cdDistributor
outstanding_amtOutstanding Balance
sku_qtyInventory Quantity
credit_daysCredit Period

Architecture

Trace the answer path visually.

Each block shows one decision point in the Dataforge workflow.

Answer Types

Readable. Inspectable. Reusable.

Direct textual answerKPITableChartTrendComparisonBreakdownSupporting data

Answer Evidence

See how each answer was produced.

Answer14 distributors exceeded their 60-day credit limit.

Sorted by overdue balance and current open invoices.

Generated SQLSELECT distributor, region, outstanding_amt FROM approved_credit_view WHERE credit_days > 60 ORDER BY outstanding_amt DESC;
Generated SQLSource viewFiltersTime rangeMetric definitionSupporting rows

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