Your AI Analyst.
Upload your data. Prudence builds your first dashboard. Then work with an AI analyst that understands your business.
Prudence turns enterprise data into continuously evolving intelligence. Upload spreadsheets, connect databases, generate dashboards automatically, and refine them through natural language.
Credit Risk Overview
Portfolio dashboard generated from uploaded loan data
Last run
14s • 8 widgets updated
Total Exposure
NPL Ratio
PAR 30+
Flagged Branches
NPL Trend
Generated from monthly delinquency history
Branch Exposure
Top alert
Lahore North branch shows a 2σ increase in PAR 30+ after April.
Analyst Terminal
The terminal modifies the dashboard, not just a chat transcript.
> show NPL trend by branch and add a risky branches export
✓ Reading schema
✓ Planning analysis
✓ Running SQL
✓ Updating dashboard
✓ Saving OKF note
✓ Preparing CSV export
Works with
A new interface for enterprise analytics.
Prudence moves the analyst loop from disconnected spreadsheets and BI tabs into one workspace that keeps context between runs.
01
Connect data
Start with uploads or point Prudence at the systems your team already uses.
02
Prudence understands your data
The workspace profiles schema, detects domain context, and builds semantic understanding before analysis starts.
03
Generates dashboards
Prudence builds the first useful dashboard immediately so the user starts from analysis, not setup.
04
Work with your AI analyst
Refine the dashboard through a terminal-style interface that can reason with natural language, SQL, and Python.
05
Build organizational memory
Insights become reusable knowledge so the next analysis starts with more context than the last one.
The analyst workspace is the product.
The dashboard is the primary artifact. The terminal is how the user changes it. Prudence keeps data, dashboards, and knowledge in one working environment.
Credit Risk Overview
Portfolio dashboard generated from uploaded loan data
Last run
14s • 8 widgets updated
Total Exposure
NPL Ratio
PAR 30+
Flagged Branches
NPL Trend
Generated from monthly delinquency history
Branch Exposure
Top alert
Lahore North branch shows a 2σ increase in PAR 30+ after April.
Analyst Terminal
The terminal modifies the dashboard, not just a chat transcript.
> show NPL trend by branch and add a risky branches export
✓ Reading schema
✓ Planning analysis
✓ Running SQL
✓ Updating dashboard
✓ Saving OKF note
✓ Preparing CSV export
Dashboard
Start from a generated dashboard instead of a blank canvas or a blank prompt.
Analyst Terminal
Ask for edits, breakdowns, exports, and new views with the execution path visible to the user.
Knowledge
Save insights, definitions, and assumptions into a persistent knowledge layer that compounds over time.
Data Explorer
Inspect profiles, columns, and table structure directly inside the workspace before you ask bigger questions.
Reports
Export charts, tables, dashboard artifacts, and narrative summaries without rebuilding the work elsewhere.
Packages and skills give Prudence context.
Packages teach Prudence how to think about your business. Skills let Prudence analyze data the way experienced analysts do.
Packages
Domain context, prebuilt metrics, and better defaults
Credit Risk
Delinquency, NPL, PAR, branch and product exposure analysis.
Inventory Risk
Stock velocity, overhang, replenishment, and margin exposure.
Finance
P&L drilldowns, management reporting, variance analysis, and controls.
Operations
Service performance, throughput, SLA exceptions, and process bottlenecks.
Telecom
Wallet behavior, lending performance, repayment trends, and cohort movement.
Fraud
Anomaly detection, case review queues, and investigative analysis workflows.
Skills
Analyst methods Prudence can bring to the workspace
Why it matters
Skills help Prudence analyze data the way experienced analysts do. Packages keep that analysis grounded in the domain logic that teams already care about.
Knowledge that survives the report cycle.
Prudence continuously builds an organizational knowledge base. Insights are never lost, reports become reusable, and business definitions stay consistent.
okf/portfolio/npl-trends.md
---
type: risk_insight
confidence: medium
source_dataset: loan_listing_may2026.csv
last_verified: 2026-06-30
related:
- portfolio/branch-risk.md
- portfolio/npl-trends.md
---
# NPL Trend
Summary: NPL ratio rose from 7.1% to 8.7% between December and May.
Interpretation: Concentrated in retail-heavy branches with weaker recoveries.
Why Prudence.
The difference is continuity. Prudence keeps the dashboard, the context, and the knowledge from the last run so the next cycle starts ahead of the previous one.
Traditional
Monthly work starts from scratch
Prudence
Each run begins with more context than the last one
Designed for real enterprise environments.
Prudence is built for teams that need deployment control as much as analytical speed. Start on GCP, move on-prem later, and keep the architecture portable.
Cloud
Move quickly with a managed deployment path.
On-prem
Run close to regulated data and internal infrastructure.
Portability
The core architecture stays replaceable.
Deploy on GCP first, move on-prem later, and keep the data, knowledge, and compute layers under your control the whole way.
Built on simple, durable technologies.
Prudence avoids unnecessary infrastructure complexity. The stack stays inspectable, portable, and easy to reason about as the product grows.
DuckDB
Analytical core for per-workspace compute and fast local execution.
Markdown
Human-readable knowledge artifacts that remain portable across deployments.
Open Knowledge Format
Structured notes, assumptions, and reusable findings that compound over time.
Terraform
GCP-first infrastructure defined cleanly enough to support on-prem evolution.
Open APIs
Frontend, backend, and agent layers stay decoupled behind stable interfaces.
Portable deployments
Cloud today, private infrastructure tomorrow, without rewriting core logic.
Pricing during the pilot phase.
Prudence is currently rolled out through scoped pilots and enterprise deployments. Pricing depends on data environment, package mix, and deployment requirements.
Pilot Workspace
For teams validating one core workflow with one package.
Team Rollout
For analysts who need multiple dashboards, exports, and package coverage.
Enterprise
For regulated environments that need private AI and infrastructure control.
Availability
Prudence is currently available through pilot rollouts and enterprise design partnerships.
Final CTA
Stop spending time building reports.
Start working with an AI analyst that understands your business and gets better with every analysis.
Request Demo