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Forward Deployed Engineering Services

Forward deployed engineers (FDEs) embedded inside your enterprise from use case to production.

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We help enterprises deploy AI.

Vishleshan AI Solutions is an enterprise AI deployment company that provides forward deployed engineering services, embedding AI engineers directly inside client environments to take AI from use case to production in 90 days.

Turn AI into your strategic competitive advantage. Embed our forward deployed engineers (FDEs) directly into your teams to help you go from use case identification to production.

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Every enterprise I speak to is excited about AI. Most are stuck between the excitement and the execution. That gap between knowing AI can transform your business and actually making it work in production is exactly where we operate. We don't sell AI strategy. We deploy it.

We don't sell AI strategy. We deploy it.

Deepak Choithramani

Co-founder, Vishleshan AI Solutions

Five stages. One outcome. AI in production.

From the first assessment to the last optimisation, we stay until AI is working in your business.

Strategic AI Consulting icon
Strategic AI Consulting

Evaluate your data, systems, and processes to identify where AI can deliver the highest impact. Includes a full AI readiness assessment before deployment begins.

Use Case Identification & Prioritisation icon
Use Case Identification & Prioritisation

Map the highest-value AI opportunities across your operations. We identify where AI can move the needle fastest and build a sequenced deployment roadmap around it.

Custom AI Solutions icon
Custom AI Solutions

AI agents and workflows built for your competitive advantage — developed safely, integrated into your business and technology environment, and typically in production in less than 90 days.

Enterprise AI Infrastructure icon
Enterprise AI Infrastructure

The architecture, governance frameworks, evaluation capability, and knowledge pipelines you need to scale AI across your enterprise — not just deploy it once.

Adoption & Rollout icon
Adoption & Rollout

Playbooks, training, and enablement that turn AI deployments into long-term operational value — not a one-time implementation that fades after go-live.

Cloud & Infrastructure Services icon
Cloud & Infrastructure Services

End-to-end cloud transformation and managed operations from migration and modernisation to 24/7 monitoring, security, and DevOps so your enterprise infrastructure scales as fast as your AI ambitions.

Why forward deployed engineering works

Traditional consulting delivers recommendations. Traditional development delivers code. Neither delivers AI that runs in your business. Forward deployed engineering is different. Our engineers are inside your environment from day one, connected to your data, your systems, and your people. No handoff. No translation layer. Just AI that works in production.

Most AI projects fail at the handoff — when the team that built the system hands it to the team that has to use it. FDEs eliminate the handoff entirely. We build inside your environment and we stay until it works.

Domain expertise. Not just AI expertise.

Enterprise domain expertise

20+ years deploying technology across automotive, manufacturing, supply chain, and service. We arrive with industry-specific patterns and proven architectures — not a generic AI playbook.

  • Deep knowledge of SAP, ERP, and legacy enterprise systems

  • Industry-specific AI deployment patterns built from real deployments

  • No learning curve on your industry or your data

Production-first mindset

Every engagement is designed for production, not a pilot. We build systems that work with your real data, your real users, and your real constraints.

  • Built for your actual systems, not a clean-room environment

  • Governance, compliance, and security built in from day one

  • We measure success by what works in production, not what works in demos

90 days to deployment

From a defined use case to a deployed, working AI system in 90 days. The same commitment we make on every platform we build.

  • Structured sprint-based delivery model

  • Weekly progress visibility for your team

  • Go-live in 90 days or we tell you exactly why not

Our AI ecosystem

We partner with and are part of programmes run by the world's leading AI companies, building and deploying using their frontier models, cloud infrastructure, and platforms.

Become a partner

Claude
Claude
Amazon Web Services
Amazon Web Services
NVIDIA Inception Program
NVIDIA Inception Program
Microsoft Azure
Microsoft Azure
IBM
IBM
Litmus
Litmus

Frequently asked questions

Common questions about forward deployed engineering and how Vishleshan deploys AI inside enterprise environments.

Forward deployed engineering is a model where engineers embed directly inside enterprise client environments to build and deploy AI solutions, working hands-on with client data, systems, and teams rather than building remotely. The term was popularised by Palantir and is now widely used across enterprise AI companies including OpenAI and Databricks. Read more about how our forward deployed engineering model works.

A forward deployed engineer (FDE) embeds inside an enterprise client environment to identify high-value AI use cases, design the right solution architecture, build the AI system integrated with existing enterprise infrastructure, and stay until the system is live in production. At Vishleshan, our FDEs work across manufacturing, automotive, supply chain, commerce, and service operations. Read more about forward deployed engineers here.

In traditional consulting, engineers deliver a report or prototype and hand it off. In forward deployed engineering, engineers stay embedded inside the client environment until the solution is in production and working. The measure of success is a deployed system, not a delivered document. Learn more about the difference between FDE and software consultant.

At Vishleshan, our standard commitment is 90 days from a defined use case to a deployed, working AI system in production. This covers use case design, solution architecture, build, integration with existing enterprise systems, and production go-live.

Yes. Vishleshan AI Solutions is an India-based forward deployed engineering company with teams in Mumbai, Pune, Gurugram, and Noida. We deploy AI inside global Fortune 500 enterprises across automotive, manufacturing, FMEG, and financial services sectors in India and globally.

Our forward deployed engineers have deep domain expertise in automotive, industrial manufacturing, FMEG, consumer electronics, financial services, and supply chain. We bring industry-specific AI deployment patterns built from 20+ years of enterprise technology experience across these sectors.

Ready to move from AI ambition to AI in production?

Tell us where you want to start. We'll show you how to get there.

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