Daufx — a product of Warelytics

TheAIdataanalystyourcomplianceteamwillapprove.

Ask in plain English. Get governed, explainable, chart-ready answers from your live data — without the data ever leaving your control.

  • Private by architectureverified
  • Auditable by designverified
  • Live on your dataverified

THE GAP

Your analysts want AI. Regulators want proof.

Public AI tools are blocked in regulated firms — they can't say where your data went or how a number was produced. So the work routes around the rules, and that's expensive.

Public AI = vendor risk

You remain fully liable for third-party data breaches. Data pasted into public AI tools is untracked vendor processing you own.

Regulators want traceability

RBI, SEBI and IRDAI expect every reported number to be reconstructable — audit trails, not emailed spreadsheets.

The DPDP clock is ticking

DPDP Rules notified Nov 2025; full compliance by May 2027. Penalties up to ₹250 crore for security-safeguard failures.

The hidden bill today: weeks-long BI queues, analysts re-keying data by hand, shadow-AI risk, and audit prep that eats days reconstructing how each number was built.

THE PRODUCT

An AI analyst that runs inside your boundary

Ask in plain English. Get governed, explainable, chart-ready answers from your live data — without the data ever leaving your control.

Private by architecture

Sensitive data is processed by local models on your infrastructure. The planning model sees masked columns and aggregates — never a raw row.

Data residency, by design

Auditable by design

Every analysis emits a cryptographic attestation — plan, code, tools and outputs — hash-chained and replayable on demand.

Every answer has receipts

Live on your data

Connects directly to your databases and files with change-data-capture. Answers reflect reality in seconds — no stale exports.

No migration. No copy-paste.

How it works

01Connect
02Auto-insights
03Ask anything
04Attested answer
Warelytics · Daufx · Live
Ask

Which claims were denied most often this month?

Denial reasons · this month

Denial rate · 10d

Flagged claims

₹2.4Cr

CONNECTS TO THE SYSTEMS YOU ALREADY RUN

PostgreSQLMySQLS3 / object storageAzureKafkaCSV / ExcelParquet

WHO IT'S FOR

Built for regulated industries — ready for the whole enterprise

Where privacy is mandatory and every number may be audited. Daufx connects to the systems you already run.

Banks, NBFCs & insurers

  • 01Loan-book & NPA trend analytics, slippage forecasts — live and attested— live · attested
  • 02Claims & underwriting analysis with customer PII masked from the AI— PII masked
  • 03Continuous data-quality scoring on RBI / SEBI / IRDAI return inputs— A-grade avg

NPA trend

Current NPA

2.5%

Attested · a3f8…9c2e

Value on day one

Auto profile + data-quality grade A–F

Charts built & kept current automatically

Forecasting with model comparison built in

Role-based access down to the column

WHY DAUFX

Not public AI. Not another dashboard.

Conversational AI analyst

Daufx

✓

Public AI

✓

BI

—

Runs inside your infrastructure, in India

Daufx

✓

Public AI

—

BI

partial

Live database connections (CDC)

Daufx

✓

Public AI

—

BI

✓

Replayable, tamper-evident audit trail

Daufx

✓

Public AI

—

BI

—

Column-level PII masking for AI

Daufx

✓

Public AI

—

BI

—

SECURITY & DEPLOYMENT

Deploys your way — cleared for your security review

Managed cloud

Fully managed deployment with enterprise controls.

Your VPC

AWS / Azure India regions — data stays in your boundary.

Fully on-prem / air-gapped

Complete isolation for the strictest security requirements.

SSO / SAMLrole-based access with column maskingencryption with your keys (BYOK)audit-log export to your SIEMDPDP-ready erasure

UNDER THE HOOD

A privacy bridge, not a data export

Sensitive data is cleaned, profiled, and analyzed by local models on your own infrastructure. The cloud planning model only ever receives masked schema and aggregates — never a raw row. Every run is executed in a sandbox and sealed with a replayable attestation.

Raw
Masked
Attested

Connect

Process locally

Plan on masked schema

Execute in sandbox

Attested answer

Connect (your DBs & files) → Process locally (clean · profile · features) → Plan on masked schema → Execute in sandbox → Attested answer + chart

SENTINEL

Coming next

Daufx doesn't wait to be asked.

Sentinel is a proactive monitoring layer. It watches your connected data, notices when something warrants investigation, and generates — then answers — its own questions against live retrieval, incorporating relevant external context where it materially affects the analysis.

Example · commodity exposure + geopolitical shock

  1. 01

    Signal detected

    Geopolitical event affecting a tracked commodity

  2. 02

    Question generated

    Sentinel asks: how does this affect our exposure forecast?

  3. 03

    Live + external data retrieved

    Internal holdings refreshed; relevant external context pulled in

  4. 04Sealed

    Forecast updated & attested

    Updated analysis surfaces — sealed like any other Daufx output

Every question Sentinel asks itself is logged and attested — exactly like every question you ask it.

Join the pilot →

THE RETURN

It pays for itself

Daufx grows analytics capacity without growing headcount — and removes costs you're paying today.

0 min

Weeks → minutes

Routine questions that waited in the BI queue are answered on the spot. Your existing team covers far more ground.

−0%

Less external spend

Replace recurring BI-contractor and consulting engagements with in-house, governed self-service.

0×

Audit prep collapses

Attestation replaces days of reconstructing how a number was produced. Hand the examiner the record.

0%

Shadow-AI risk removed

No more data quietly pasted into personal AI accounts — avoiding breach exposure and penalty risk.

GET STARTED

See it on your data, inside your walls

A six-week pilot in your environment, on a use case you choose, judged by success criteria we agree up front.

Week 1 — Scope

Pick the dataset, use case and success metrics. Security review of the deployment plan.

Weeks 2–5 — Pilot

Deploy in your VPC or on-prem. Analysts work real questions; compliance inspects every attestation.

Week 6 — Review

Measure time-to-answer, audit completeness, cost saved and adoption. Then decide.

Design-partner pricing available for the first cohort.