aminobots lens — mis · ● live in production
scheduled reports + natural-language bi.
Running live in a regulated NBFC. Ask "NPAs over 90 DPD by branch" and get the chart in under 2 minutes — no SQL, fully audit-logged. AUM · Collections · NACH · Custom MIS. Banking guardrails prevent hallucinated joins. RBI + Basel III-aligned architecture, replicable for any regulated financial institution globally.
production outcomes · live nbfc deployment
<2 min
full MIS report generation
6+
MIS types automated
100%
audit-trail coverage
0 SQL
knowledge required by analysts
01 · capabilities
what's inside
- Scheduled report agentCron or event triggered. AUM · Collections · NACH · Custom MIS. Multi-source pull from CBS, LMS, GL.
- Natural-language BIAsk 'NPAs over 90 DPD by branch' — get the chart in seconds. No SQL knowledge required.
- Banking guardrailsSchema-aware. Blocks hallucinated joins. Cross-checks aggregates against control totals.
- Batch LLM narrativeSmall-model batch inference layer turns aggregated numbers into stakeholder-ready prose.
- Multi-channel deliveryEmail · Slack/Teams · CDN secure links · BI dashboard embed. Stakeholder gets it where they live.
- RBI report templatesCRR, SLR, NPA reporting templates pre-built. Tie-out to source records.
02 · architecture
data sources in. answers out.
CBS, LMS, GL, CKYC schemas pre-trained. NL query passes through schema-aware NL→SQL transpiler with banking guardrails. Batch LLM narrative composer turns numbers into prose. Render engine produces XLSX or PDF. Delivery hits email, Slack, CDN.
cbs · lms · gl · ckyc · external apis
↓
nl→sql + banking guardrails
↓
batch llm narrative · xlsx · pdf
↓
email · slack · dashboard · audit log
↓
nl→sql + banking guardrails
↓
batch llm narrative · xlsx · pdf
↓
email · slack · dashboard · audit log
03 · lighthouse
live in production
ready to evaluate
start with a diagnose.
Two to three weeks. Five to ten lakh. A written scorecard with topology recommendation, cost ranges, and remediation plan. No commitment to build.
request diagnose
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