Full-Stack AI Services for the Enterprise
From strategy through engineering to scale — every capability modern enterprises need to operationalise AI.
2 weeks
8–16 weeks
Autonomous
RAG-First
Next-Gen
<12 weeks
We Deploy AI. We Don't Just Recommend It.
Enterprise AI transformation needs engineering muscle, domain knowledge, and a model built for production — not advisory decks.
Business-First
Business-First AI
Every initiative anchored in cost reduction, revenue growth, or efficiency. We never build AI for its own sake — every line of code connects to a business result.
12-Week Delivery
Faster Time to Production
Idea to production in under 12 weeks. No long consulting engagements. The FDE model eliminates the handoff gap that kills most enterprise AI initiatives.
Embedded Teams
Embedded Engineering Teams
FDE engineers work inside your organisation — in your codebase, your sprints, your systems. They build AI that fits your reality, not a generic template.
Enterprise Security
Enterprise-Grade Security
Data isolation, RBAC, audit logging, and responsible AI governance built in from day one — not bolted on after the fact. We design all AI with compliance at the core.
Measurable ROI
Outcome-Driven Delivery
We define measurable success criteria before we start and report against them throughout. Results are our responsibility — not just yours.
10+ Industries
Deep Domain Expertise
Pattern recognition from real deployments across 10+ industries. Banking, Healthcare, Manufacturing, Retail, Insurance — we understand your world before we build in it.
AI Built for Your Industry —
Not Adapted From Someone Else's
We bring pattern recognition from real deployments across every major vertical. We understand your world before we build in it.
Banking & Financial Services
Credit risk AI · Fraud detection · Regulatory automation · Wealth copilots · Intelligent onboarding
Manufacturing & Operations
Predictive maintenance · Quality inspection AI · Supply chain intelligence · Production optimisation
Healthcare & Life Sciences
Clinical documentation AI · Patient flow · Medical imaging analysis · Prior authorisation automation
Retail & E-Commerce
Personalisation engines · Demand forecasting · Conversational commerce · Dynamic pricing AI
Telecom & Media
Network operations AI · Churn prediction · AI customer care · Revenue assurance automation
Insurance
Claims automation · AI underwriting support · Fraud intelligence · Customer service AI
GCCs & Shared Services
Intelligent document processing · AI-augmented F&A · Agentic back-office automation
High-Growth Startups
AI product features · LLM integration · AI-native architecture · Growth AI at startup pace
Discover
AI maturity assessment, stakeholder interviews, data landscape review, and use case prioritisation across your enterprise.
Design
Technical architecture, technology selection, security framework, team structure, and a sprint-by-sprint 12-week build plan.
Deploy
FDE engineers embedded and shipping — AI features, agents, and infrastructure built, tested, and deployed into your production environment.
Scale
Performance monitoring, model optimisation, new use cases, and structured knowledge transfer to your internal team.
Where Frontier AI Meets the Real World
Real AI deployments. Real business challenges. Measurable outcomes — achieved through embedded engineering.
Claims Triage & Assessment Automation
Predictive Maintenance Across 200+ Machines
AI Customer Service Agent — RAG Architecture
Your AI Engineers.
Embedded. Shipping
in Weeks.
Our FDE engineers embed directly inside your organisation — working in your codebase, your Jira, your sprint ceremonies — as a fully integrated part of your AI team.
Enterprise AI — What's Actually Working
Written from experience, not theory. Practical insights from real deployments and production AI systems.
Why 95% of Enterprise AI Pilots Fail — and How the FDE Model Fixes It
An analysis of the root causes of AI pilot failure in large enterprises, and how Forward Deployed Engineering addresses each one systematically.
Read articleThe 12-Week AI Sprint: From Idea to Production
A behind-the-scenes look at how Innovsol structures its 12-week FDE engagement — week by week, from discovery through to go-live.
Read articleRAG vs. Fine-Tuning: Which LLM Approach Fits Your Enterprise Use Case?
A practical framework for choosing between Retrieval-Augmented Generation and fine-tuning for enterprise LLM applications.
Read articleBuild AI That Actually Ships.
We are looking for engineers, scientists, and builders who want to move fast, work on hard problems, and see their work running in production at scale.
Ready to Move Beyond
the AI Pilot?
Join enterprises that have made AI operational. Our FDE engineers are ready to embed with your team and build AI that works in the real world — not just in demos.
Build AI That
Actually Ships.
Join the FDE team. Embed in ambitious enterprises. Work on hard problems. See your AI running in production — fast.
Let's Talk About
Your AI Journey.
Whether you're exploring AI for the first time or ready to scale — a conversation with our team is the fastest way forward.
Gurugram-122098, India
Start the Conversation
Tell us about your AI challenge — our team will respond within 1 business day.