Production outcomes · live NBFC deployment

Measured in production.

Speed

<2 min

full MIS report generation

Coverage

MIS types automated

Audit

100%

audit-trail coverage

Access

0 SQL

knowledge required by analysts

01 · Capabilities

What's inside.

Scheduled report agent — cron or event triggered. AUM · Collections · NACH · Custom MIS. Multi-source pull from CBS, LMS, GL.
Natural-language BI — ask 'NPAs over 90 DPD by branch' and get the chart in seconds. No SQL knowledge required.
Banking guardrails — schema-aware. Blocks hallucinated joins. Cross-checks aggregates against control totals.
Batch LLM narrative — a small-model batch inference layer turns aggregated numbers into stakeholder-ready prose.
Multi-channel delivery — email · Slack/Teams · CDN secure links · BI dashboard embed. The stakeholder gets it where they live.
RBI report templates — CRR, SLR, NPA reporting templates pre-built, with tie-out to source records.

02 · Architecture

Data sources in. Answers out.

CBS, LMS, GL, and CKYC schemas are pre-trained. An NL query passes through a schema-aware NL→SQL transpiler with banking guardrails. A batch LLM narrative composer turns numbers into prose. A render engine produces XLSX or PDF. Delivery hits email, Slack, and CDN.

Flow

cbs · lms · gl · ckyc · external apis
  ↓
nl→sql + banking guardrails
  ↓
batch llm narrative · xlsx · pdf
  ↓
email · slack · dashboard · audit log

03 · Live in production

Lens MIS at IFHL.

lending · nbfc · bfsi

Lens MIS at IFHL

A scheduled MIS engine running live for a regulated NBFC. AUM, collections, and NACH reports auto-generated on cron. Analysts query portfolio health in plain English — no SQL, no manual extraction. RBI-ready audit trail included.

Read the case →

What we won't do

Send your PII to a third-party model — sensitive fields are stripped before any external call.
Ship without a CLEAR scorecard — every deployment gets a baseline across five dimensions before it goes live.
Add an agent that doesn't earn its place — Gate 1 kills decorative multi-agent designs; each agent must add new signal.

Trust

DPDP + RBI compliant.
Basel III · SOX-aligned architecture.
100% audit trail · zero hallucinated joins.
Replicable for any regulated FI globally.
India residency · on-prem option.

Start with a Diagnose.

Two to three weeks. $6K–$12K. A written scorecard with topology recommendation, cost ranges, and remediation plan. No commitment to build.

Book a diagnosis