Proof

Live where it counts.

Across banks, governments and the edge, here is the work, what was broken, what we deployed, and what changed.

DeployedBanking & Financial ServicesVAULT · RADAR

We brought continuous RBI compliance to Indian Bank.

Indian Bank · Continuous RBI compliance, without the manual chase

Challenge

A constant stream of RBI circulars and internal policy updates created regulatory risk, missed updates, inconsistent interpretation across branches, and no single source of truth.

Solution

An autonomous ingestion pipeline continuously folds new RBI circulars and policies into the knowledge base and answers compliance questions consistently, branch-wide.

“A missed or misinterpreted RBI circular is not a process failure, it is a compliance violation.”

Outcomes

Real-time

circular ingestion

Zero

manual tracking

Branch-wide

consistent answers

DeployedGovernment & Public SectorPlayground + SRA

We made decades of government orders answerable in seconds for Andhra Pradesh.

Government of Andhra Pradesh · Decades of government orders, answerable in seconds

Challenge

Answering citizen queries and resolving disputes meant slow, inconsistent cross-referencing of Government Orders and scheme guidelines, dependent on institutional memory.

Solution

Playground indexed GOs and circulars into a structured Knowledge Pyramid with natural-language, citation-backed answers in Telugu and English, on air-gapped infrastructure.

“Government decisions carry regulatory and legal weight, answers cannot be approximate.”

Outcomes

50%

faster query resolution

Every answer

carries its citation

2 langs

Telugu & English

PoC validatedAutomotive & Edge AISRA · Nymble 350M

We put predictive maintenance on-device for Tata Motors.

Tata Motors · Predictive maintenance that runs inside a moving vehicle

Challenge

Predictive maintenance and energy management had to run in real time on constrained on-board hardware, no cloud, tight memory and compute limits.

Solution

The Vexoo Nymble 350M small language model, built on Dell infrastructure and stress-tested on a standard i5 laptop for worst-case edge validation.

“Most enterprise AI models are cloud-dependent, impractical for a moving vehicle.”

Outcomes

~50ms

on-device inference

6–8 GB

RAM footprint

Zero

cloud dependency

DeployedGovernment, AuditPlayground + SRA

We standardised audit reporting across every author for CAG Bihar.

CAG Bihar · Audit reports, standardised across every author

Challenge

CAG reports demand a strict mandated format, but inputs arrive from many auditors in wildly varying styles, forcing slow, inconsistent manual reformatting.

Solution

Playground accepts any-format inputs, applies the CAG-mandated structure, normalises tone while preserving every fact, and flags missing evidence or references.

“Standardising outputs across multiple authors requires more than a template.”

Outcomes

Any format

input accepted

Consistent

CAG-standard output

Faster

finalisation cycles

In pipelineIndustrial & EngineeringForge · Sulzer build

We cut tender drafting from weeks to minutes for Sulzer.

Sulzer AG · Tender responses drafted in minutes, not weeks

Challenge

Tender responses require precise extraction of technical requirements and compliance clauses from dense, multi-hundred-page procurement documents, with no room for a missed condition.

Solution

Forge · Sulzer, a customised build of our agentic engine, reasons through every requirement and generates complete, clause-cited tender drafts across the Flow, Services and Chemtech divisions, air-gapped, with hot-swappable adapter sets.

“Industrial tenders are won or lost on technical and compliance precision.”

Outcomes

Up to 70%

less prep time

95%+

compliance coverage

<15 min

to a first draft

PoC validatedHealthcare & Public HealthPlayground · Quantix

We gave Tata MD's public-health dashboard a brain.

Tata MD Sanjeevani · A brain for every page of a public-health dashboard

Challenge

The DiNC platform captures rich real-time health data across 102 village health centres and 3.1 lakh+ citizens, but the data sat largely inert, navigated by hand.

Solution

Cortex, a lightweight intelligence layer on the dashboard powered by Playground and Quantix, answers questions over structured health data in Telugu and English.