Generative AI · LLM · Agents

Engineering the intelligent future with data.

AI systems and big-data platforms that turn raw signals into measurable business outcomes — built to survive production.

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Big Data · Lakehouse · Streaming

Petabyte-scale, production-grade.

Cloud-native lakehouses, Kafka pipelines and warehouse modernisation that scale without breaking your cloud budget.

See Platforms → Our Work
Data Science · ML · MLOps

Models that hold up after launch.

Forecasting, classification and recommendation systems shipped with evals, drift monitoring and feature stores from day one.

Learn More → Talk to us
Cloud · DevOps · Security

Secure cloud, zero surprises.

Azure & AWS architectures with zero-trust, IaC, FinOps and SOC2-ready logging — engineered for audit and scale.

Cloud Services → About Us
Engineering Studio

From the heart of Kashi, to the world.

An India-based deep-tech studio delivering production AI and data systems to clients across India, the US, EU and Gulf.

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Trusted across industries

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Projects Delivered
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Enterprise Clients
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Records Processed
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Uptime SLA
Capabilities

What we build

End-to-end engineering across the modern AI and data stack — research, productisation, and operations.

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AI / GenAI

Generative AI & Agents

LLM-powered assistants, retrieval-augmented search, autonomous agents and domain-tuned copilots.

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Big Data

Data Platforms

Lakehouses, streaming pipelines and warehouse modernisation on Spark, Kafka and cloud-native stacks.

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Data Science

ML & Predictive Models

Forecasting, classification, churn and recommendation systems shipped with MLOps from day one.

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Real-time

Streaming Analytics

Sub-second event processing for fraud, IoT and observability with Kafka, Flink and ClickHouse.

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BI

Decision Dashboards

Executive dashboards and self-serve BI that surface the metric that matters in one glance.

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Cloud / Sec

Secure Cloud Engineering

Cloud-native architectures on Azure & AWS with zero-trust patterns, IaC and cost guardrails.

How we work

A clear path from idea to impact

1

Discover

Workshops, data audits and outcome framing.

2

Design

Architecture, model selection and POC.

3

Build

Production engineering with weekly demos.

4

Operate

MLOps, monitoring and continuous tuning.

Neural network visualization
Generative AI

From prototype to production AI

We build LLM-powered systems that actually ship — retrieval-augmented assistants, multi-agent workflows and domain copilots that hold up under real user traffic.

  • RAG architectures with vector + keyword hybrid search
  • Eval harnesses that grade every model change
  • Guardrails, prompt injection defenses, output filtering
  • Cost dashboards and per-tenant rate limiting
Explore AI Services →
Analytics dashboard
Big Data & Analytics

Decision intelligence, delivered

Modern lakehouses, streaming pipelines and executive dashboards that put the right number in front of the right person at the right time.

  • Delta / Iceberg lakehouses on Azure, AWS or GCP
  • dbt + Airflow + Spark transformation layers
  • Semantic models in Power BI, Tableau, Superset
  • Embedded analytics for your SaaS product
See Data Platforms →
The result

Systems that scale. Teams that sleep.

Production-ready architectures with observability, runbooks and on-call rotations from day one — so your launch doesn't become your incident.

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Cloud engineering
Cloud Engineering

Secure cloud foundations, audit-ready

We design and operate cloud-native platforms on Azure and AWS — with zero-trust IAM, infrastructure-as-code, SOC2-mapped logging and FinOps cost controls.

  • Terraform / Bicep / Pulumi for every resource
  • Kubernetes — AKS, EKS — with progressive delivery
  • SOC2-ready audit logs and IAM hardening
  • Real-time cost dashboards and budget guardrails
Cloud Engineering →
By the numbers

Operational scale

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Records processed daily
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Median p50 inference
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Top-line accuracy
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Sev-1 incidents YTD
Industries

Domains we serve

Deep familiarity with the data shape, compliance and KPIs of each vertical we work in.

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Govt & Elections
Analytics at scale
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BFSI
Fraud, risk, CX
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Retail / D2C
Personalisation
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Healthcare
Clinical AI
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EdTech
Adaptive learning
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Hospitality
Revenue mgmt
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Logistics
Route & demand
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Contact Centers
Voice AI
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Spiritual / Media
Content AI
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Manufacturing
Predictive ops
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Real Estate
Valuation models
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Legal Tech
Doc intelligence
Why Panchvaktra

The difference is depth

We aren't a staffing shop. We're an engineering studio that ships intelligent systems.

🎯

Outcome-anchored delivery

Every milestone ties to a business KPI you nominate up front — model accuracy, latency, cost-per-query, or revenue lift.

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Evaluation-first AI

We build eval harnesses before we build features. Models are graded continuously, not vibe-checked.

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FinOps from day one

Budgets, alerts and cost dashboards are part of the architecture — not a panic project later.

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Security by default

Zero-trust patterns, secret hygiene, audit trails and data residency baked into every deployment.

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India cost, global quality

Senior engineers based in Varanasi delivering to clients across the US, EU and Gulf — overlapping hours daily.

🤝

Knowledge transfer included

Architecture docs, runbooks and team training so your in-house team owns it after we ship.

Voices

What partners say

Their team rebuilt our analytics stack in 10 weeks. Query times dropped 6x and our cloud bill actually went down.

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R. Kapoor
VP Engineering, FinTech

The RAG assistant they built handles 80% of our tier-1 support volume — and the eval framework keeps it honest.

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S. Menon
Head of CX, SaaS

Rare to find an India-based partner this senior on data architecture. They told us "no" twice — and they were right both times.

AP
A. Pant
CTO, Hospitality Group

Have a data or AI initiative on the roadmap?

Let's turn it into a measurable outcome — fast.

Talk to our team →