production agent systems

not a platform. an implementation company.

We don't sell agent frameworks. We ship multi-agent systems that run in your tenancy, pass audit, and reach production in six to eight weeks. Four live deployments across lending, ops, industrial, and clinical.

live across four lighthouse deployments
50%
faster loan TAT at IFHL
99.1%
automation at GyanDhan
~20%
energy cut at Omega
κw 0.87
pilot vs lab at AIIMS
01 · customers
four lighthouse deployments. four verticals.
Real customers. Real numbers. Not pilots, not POCs.
lending

NIRa @ IFHL

End-to-end loan from WhatsApp to disbursement. 22 APIs orchestrated. Three co-lenders bidding live.

50%
faster TAT
99%+
STP rate
30%
lower cost
support

TRACE @ GyanDhan

Multi-agent system across 1,559 partner WhatsApp groups. Identifier · Support · Expert · HIL routing.

99%+
automation
$0.02
per query
1,559
groups
industrial

PowerIQ @ Omega Transmission

Edge-powered IoT controllers on Raspberry Pi + L&T meters. WBSEDCL ToD-compliant in software.

~20%
energy cut
5-min
granularity
100%
ToD compliant
clinical

KidneyCare @ AIIMS Patna

Smartphone AI urine dipstick + IoT vitals. Validated with Dr. Swarnim, Dept. of Paediatrics.

κw 0.87
vs lab
70–80%
cost cut
TRL 4→6
CDSCO path
02 · products
six products. one blueprint.
Each one running in production today. Each one deployable to your cloud.
cross-vertical · ops

aminobots assist

live

Customer ops across every channel

TRACE @ GyanDhan · 1,559 partner groups
bfsi lending

aminobots lens — helm

codename · Helm
live

Run loans from WhatsApp to disbursement

NIRa @ IFHL · with NIRA + Freo co-lending
industrial

aminobots lens — poweriq

codename · PowerIQ
live

Cut industrial energy bills with edge AI

PowerIQ @ Omega Transmission
clinical

aminobots lens — kidneycare

codename · KidneyCare
live

Smartphone urine dipstick reader

KidneyCare @ AIIMS Patna · κw 0.87
knowledge

aminobots kbot

live

Search and reason over all your company knowledge

Core-banking client · L1/L2/L3 support
documents

aminobots docagent

beta

Read, extract, and route documents

Beta · GA July 2026
03 · how we work
architecture before code. methodology over magic.
Five gates the build cannot skip. One engagement model. Four ways in.
methodology

gate 0–4. clear-dim. blueprint.

Grounded in MIT, Google Research, and CLEAR. The methodology that lets us reach production in six to eight weeks instead of six to eighteen months.

gate 0
agent needed?
Default to a strong LLM + retrieval. Escalate only when task properties require it.
gate 1
multi-agent?
MIT signal test. Each agent must add new exogenous signal.
gate 2
topology
Flow · orchestration · peer mesh. Chosen by task shape.
gate 3
instrumentation
Structured outputs · per-stage evaluators · HITL checkpoints.
engagement

four ways in. one entry point.

Diagnose is the wedge. Every engagement starts with a written, evidence-backed scorecard.

stop evaluating platforms

ship a working system in six to eight weeks.

Start with a Diagnose. Two to three weeks. Five to ten lakh. A written scorecard with cascade test, token budget audit, CLEAR baseline. No commitment to build.

book a diagnose
DPDP-ready by design AWS · Azure · GCP blueprint · patent pending India residency · on-prem option