# SHELLKODE

Data to Intelligence. Intelligence to Action.

We engineer what's complex — you operate with confidence.

Shellkode is an AI outcome engineering company. We take enterprises from AI ambition to measurable production impact in weeks, not months, through a repeatable delivery model built for real-world constraints. AWS Premier Tier partner, delivering from Bengaluru and Coimbatore.

Shellkode Engineering:
[Research Engineering](https://www.shellkode.com/services/research-engineering/)
[Agentic AI](https://www.shellkode.com/services/agentic-ai/)
[Data](https://www.shellkode.com/services/data/)
[Database](https://www.shellkode.com/services/database/)
[Cloud Transformation & AIOps](https://www.shellkode.com/services/ai-ops-msp/)

Products:
[Sahaa AI](https://www.shellkode.com/#sahaa-ai)
[LattAIce](https://lattaice.ai)

Accelerators:
[DataMIQ](https://www.shellkode.com/#accelerators)
[DBMIQ](https://www.shellkode.com/#accelerators)

Industries:
[Banking & Financial](https://www.shellkode.com/industries/banking/)
[Capital Markets](https://www.shellkode.com/industries/capital-markets/)
[Insurance](https://www.shellkode.com/industries/insurance/)
[Manufacturing](https://www.shellkode.com/industries/manufacturing/)
[Retail & CPG](https://www.shellkode.com/industries/retail/)
[Healthcare & Life Sciences](https://www.shellkode.com/industries/healthcare/)

Company:
[About Us](https://www.shellkode.com/company/about-us/)
[Careers](https://www.shellkode.com/company/careers/)
[Partnerships](https://www.shellkode.com/partnerships/)
[Contact](https://www.shellkode.com/contact/)
[Talk to an expert](https://www.shellkode.com/talk-to-an-expert/)

Resources:
[Case Studies & Blog](https://www.shellkode.com/blog/)
[Innovations & Research](https://www.shellkode.com/services/research-engineering/)
[Apply to Shellkode](https://www.shellkode.com/careers/apply/)

---

## What we build

Five practices, delivered as one connected engagement rather than a handoff at each boundary.

**Research Engineering** — Find the right models, architectures and approaches. Small Language Models (SLM), evaluation & benchmarking, inference engineering, Open Weight Models, Physical AI & Robotics.

**Agentic AI** — Turn intelligence into agents and applications. Agent readiness & workflow design, agent architecture & orchestration, MCP & enterprise integration, harness engineering, agent evaluation & governance, Voice AI.

**Data** — Give AI trusted, contextual and real-time data. Data platform modernization, data engineering & pipelines, streaming & real-time data, context & metadata layer, data products & governance.

**Database** — Modernize the systems where enterprise data actually lives. Database estate assessment, schema & code conversion, cross-DB engine migration, performance & cost optimization, database reliability & operations.

**Cloud Transformation & AIOps** — Modernize, govern, observe, secure and continuously optimize AI in production. AI-assisted migration, AI observability & evaluations, model & agent lifecycle, AI governance & security, resilience & AI SRE, AI economics & optimization.

## Products

**Sahaa AI** — turns a business goal into a governed, end-to-end AI workflow across banking and insurance. Business Workflows, Voice & Conversational Intelligence, OCR, Omni channels.

**LattAIce** — improves AI economics, quality, governance and resilience through intelligent model routing, token optimization and evals. Ships as a standalone product at [lattaice.ai](https://lattaice.ai).

## Accelerators

**DataMIQ** — assesses, maps and automates data platform migration and modernization so every workload lands on the right architecture, faster.

**DBMIQ** — plans an engine switch end to end: target fit, the cutover window, and what it costs to run afterwards (PostgreSQL & open-source → DocumentDB, RDS, Aurora).

Both compress engineering delivery. They are Shellkode accelerators used inside an engagement, not separately licensed products.

## Industry practices

One outcome-engineering discipline across six operating contexts, each running its own six-stage architecture with exactly one stage handing to a named human owner — every stage before it prepares that decision, every stage after it records what was decided.

| Industry | Published outcome | Client |
| --- | --- | --- |
| Banking & Financial | 20% higher support efficiency, 2,400 additional emails/day handled, up to 30% lower mean resolution time | Lending tech platform |
| Capital Markets | Up to 60% faster CI/CD deployments, up to 30% infra & messaging savings | 50Fin |
| Insurance | Agentic AI advisor answers in 5 seconds, down from 3 days | Leading general insurance provider |
| Retail & CPG | Analytics latency cut from 1 day to 15 minutes | Leading Indian quick-commerce platform |
| Manufacturing | 70% less manual search for maintenance information | Consumer electronics manufacturer |
| Healthcare & Life Sciences | 50,000 medical charts processed daily with GenAI | GeBBS Healthcare Solutions |

## Published outcomes

Twenty-one client-attributed case studies, each with a measured result.

[Mylapay](https://www.shellkode.com/work/mylapay/) — payments intelligence at switch scale
[Xpressbees](https://www.shellkode.com/work/xpressbees/) — logistics at national scale
[Smart Joules](https://www.shellkode.com/work/smart-joules/) — energy efficiency
[GeBBS](https://www.shellkode.com/work/gebbs/) — 50,000 charts processed daily with GenAI
[Decentro](https://www.shellkode.com/work/decentro/) — cost reduction post-migration
[IndiaMART](https://www.shellkode.com/work/indiamart/) — product catalogues translated at scale
[BreatheESG](https://www.shellkode.com/work/breathe-esg/) — faster ESG reporting
[50Fin](https://www.shellkode.com/work/fiftyfin/) — faster deployments, lower infra cost
[MetaMap](https://www.shellkode.com/work/metamap/) — identity verification
[LifeSignals](https://www.shellkode.com/work/lifesignals/) — healthcare devices
[Preskale](https://www.shellkode.com/work/preskale/) — SaaS
[DataTwin](https://www.shellkode.com/work/datatwin/) — data platform
[Klub — EKS](https://www.shellkode.com/work/klub-eks/) · [ArgoCD](https://www.shellkode.com/work/klub-argocd/) · [Cost](https://www.shellkode.com/work/klub-cost/)
[Pharmacy supply chain](https://www.shellkode.com/work/pharmacy-supply-chain/) · [Pharmacy Redshift](https://www.shellkode.com/work/pharmacy-redshift/)
[Quick commerce](https://www.shellkode.com/work/quick-commerce/) · [Document search](https://www.shellkode.com/work/document-search/) · [Lending support](https://www.shellkode.com/work/lending-support/)
[Insurance agentic advisory](https://www.shellkode.com/work/insurance-agentic-advisory/) — agentic AI advisor for claims

## How we hire

We hire high-ownership, mission-driven builders and operators who care more about shipping impact in production than theory, titles, or comfort — and who thrive working alongside customers to solve hard problems end to end.

What we look for: challenge assumptions (separate what must be true from what has simply been done before), see the whole system (understand how data, technology, people and business outcomes connect), and keep growing with the problem (learn quickly, ask better questions, move forward through uncertainty).

How the work happens: engineers embed with the customer on their real stack and stay with what they build into production; they build on Shellkode's own products (Sahaa AI, LattAIce) rather than from a blank page; and an R&D wing pulls models and markets apart before a customer bets on them.

[Careers](https://www.shellkode.com/company/careers/) · [Apply](https://www.shellkode.com/careers/apply/)

## FAQs

**What does Shellkode do?**

Shellkode is an AI outcome engineering company. We begin with an industry process and a measurable operating outcome, then combine data and cloud modernization, AI engineering, workflow redesign, integration, governance and continuous operations. The goal is production performance, not a disconnected model demonstration.

**How is this different from a model provider or a platform vendor?**

A model provider sells tokens. A platform vendor sells a deployment. Neither has agreed to reduce your DPD rate or cut your claims cycle. Before any engagement starts we agree on a specific metric — DPD rate, claims cycle time, inventory accuracy — and that metric is the definition of done. Our engineers stay until it moves.

**Why does industry context matter for AI?**

Your compliance schema, KYC edge cases and transaction formats are not in any foundation model's training set. Neither are the specific handoffs in LOS sequencing, cashless pre-auth or collections escalation. Generic AI infers those wrong, which is why most AI projects stall at demo stage. In BFSI and healthcare, a guess is a risk event.

**Which practice should I start with?**

Start with the operating problem, not the technology. If the data layer is the blocker, start with Data or Database. If a workflow needs to run continuously without a person assembling it, start with Agentic AI. If a general model needs to become a domain expert, start with Research Engineering. If something already in production needs to be governed, observed and cost-optimized, start with Cloud Transformation & AIOps. Most engagements span more than one, delivered as one connected programme.

**Is Shellkode tied to one cloud or model provider?**

Shellkode is an AWS Premier Tier partner and aligns deeply with a customer's preferred cloud and AI ecosystem, while keeping the operating architecture model-flexible. Workloads are selected according to quality, risk, latency, cost, security and customer policy.

**Where does Shellkode deliver from?**

Bengaluru and Coimbatore — one delivery model across two locations, with engineers embedded alongside customer teams wherever a programme runs.

**How is an engagement measured?**

Shellkode and the customer define one or more operating metrics during discovery — cycle time, cost per decision, availability, quality, conversion, downtime or control readiness — and track them through production and continuous improvement.

**Are the published numbers real?**

Every figure on the site is a published, client-attributed result. Where a practice has no published case study yet, the site quotes a figure from that practice's own page rather than an invented one, or quotes none at all.

---

Data to Intelligence. Intelligence to Action.

[Talk to our experts](https://www.shellkode.com/contact/)
[Explore our outcomes](https://www.shellkode.com/blog/)

CONTACT
[hello@shellkode.com](mailto:hello@shellkode.com)

CAREERS
[careers@shellkode.com](mailto:careers@shellkode.com)

LEGAL
[Privacy Policy](https://www.shellkode.com/legal/privacy-policy/)
[Website Terms of Use](https://www.shellkode.com/legal/website-terms-of-use/)
[Cookie Policy](https://www.shellkode.com/legal/cookie-policy/)
[Candidate Privacy Notice](https://www.shellkode.com/legal/candidate-privacy-notice/)
[Bug Bounty](https://www.shellkode.com/legal/bug-bounty/)
[AI Safety](https://www.shellkode.com/legal/ai-safety/)

SOCIAL
[LinkedIn](https://www.linkedin.com/company/shellkode)
[X (Twitter)](https://x.com/shellkode)

Shellkode 2026