Gcc Co Engineering - OpsTree Global
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For GCC Leaders

The co-engineering partner for Your GCC.

Scale faster. Build deeper. Deliver globally.

GCCs are no longer cost centres. They're expected to build global platforms, lead AI adoption, and ship at global pace. OpsTree builds that future with you — embedded in your teams, accountable for your outcomes.

The Numbers The mandate has moved. Fast.
1,800+
GCCs operating in India today
60%
mandated to lead product & platform ownership, not just execute
38–42%
AI talent gap inside Indian GCCs
longer to hire vs. deploying a co-engineering pod
Why Co-Engineering

You can build this in-house.
The question is whether you should.

Demand comes in spikes

A modernization program needs 30 specialists for six months, then a handful for ongoing operations. Hiring against that curve means over-staffing the peak or under-delivering it.

Niche skills are expensive to hold

Platform engineering, SRE, GenAI-ops, and DevSecOps are hard to hire, slow to find, and expensive to retain. Attrition resets months of context every time.

Timelines don't wait for hiring cycles

Programmes are scoped. Commitments are made. But building the right engineering team from scratch takes quarters; and delivery windows don't move. Every month spent recruiting is a month your competitors spend shipping.

Your core team should stay on the mission

Your engineers should own the crown-jewel product work. A co-engineering partner absorbs the build-and-transition load so they can stay focused on what matters most.

How We Work

Forward-deployed engineering teams. Accountable to your outcomes.

Co-engineering isn't staff augmentation dressed up. It's a different operating model. OpsTree engineers join your team structure, work inside your tools and governance, contribute to your roadmap, and stay — growing with your centre's mandate rather than exiting when a project closes.

Forward Deployed Engineers and Services - embedded in your GCC

13+ years of enterprise delivery patterns, accelerated by proprietary platforms already running inside global enterprises like yours.

AI / GenAI Data DevSecOps Platform Eng SRE
GenAI & Agentic AI

Production-grade LLM solutions, RAG systems, and agentic workflows embedded into your engineering operation; not piloted, shipped.

Data Engineering & Lakehouse

Modern data platforms, real-time pipelines, and AI/ML enablement for faster, more confident decisions.

App Modernisation

Monolith-to-microservices journeys, AI-guided re-architecture, and quality engineering; delivered at enterprise pace.

Platform Engineering

Internal developer platforms, Kubernetes management, CI/CD governance, and delivery standardisation at scale.

DevSecOps & Cloud Foundation

Automation-first delivery, secure cloud orchestration, and intelligent operations built into every sprint; not bolted on after.

SRE & AI-Powered Observability

Proactive reliability, AI-led incident detection, and MTTR reduction; powered by REMS + Olly, running inside global enterprises today.

One partner. One operating model. No reprocuring as your mandate scales.
Two Models. One Partner.

Embedded engineers or end-to-end services.
You choose what fits.

Depending on where your centre is in its maturity and what your current programme demands — you can deploy either model, or both simultaneously.

FDE

Forward Deployed Engineers

Individual specialists embedded directly into your GCC team. They work in your codebase, attend your standups, operate within your tools and governance, and stay — building context and capability inside your centre over time. Not contractors. Not body shop. Engineers with deep niche expertise who become part of how your centre delivers.

Specializations available
AI / ML Data Engineering Platform Engineering DevSecOps SRE QA Automation Full-Stack Development
FDS

Forward Deployed Services

OpsTree takes end-to-end ownership of a capability or workstream — with committed capacity, defined SLAs, and outcome accountability. Ideal when your centre needs a proven engineering function stood up fast, without the overhead of building and managing it internally.

Available as
AI Engineering Services Data Platform Operations Managed DevSecOps Platform Engineering Managed Services SRE as a Service
AI Engineering for GCCs

Your GCC isn't just expected to adopt AI.
It's expected to lead it.

The new GCC mandate isn't to follow the group's AI strategy — it's to set the pace for it. That means moving beyond pilots and proofs of concept into production-grade AI systems that deliver measurable business outcomes. OpsTree engineers that transition with you — building, deploying, and operating AI at enterprise scale.

Less AI hype. More AI yield.
01
GenAI & LLM Integration

Production-grade large language model solutions embedded into your engineering workflows — RAG pipelines, document intelligence, conversational AI, and code generation at scale. Built on open-source foundations, deployed on your infrastructure.

02
Agentic AI & AI Ops

Autonomous AI agents that monitor, diagnose, and act across your engineering stack. From intelligent incident response to automated pipeline management — AI that operates, not just assists.

03
AI-Powered Observability

REMS + Olly bring AI-led SRE intelligence to your operations — detecting anomalies, correlating signals across the stack, and driving proactive reliability. Managing 900+ metrics for a leading OTT platform today.

04
MLOps & AI Platform Engineering

End-to-end ML pipelines, model lifecycle management, and AI platform infrastructure — so your data science teams ship models to production faster, with governance built in.

05
Data Engineering & AI Readiness

Modern data platforms, real-time pipelines, and lakehouse architectures that make your data AI-ready. The quality of your AI output is only as good as your data foundation.

06
Enterprise AI Adoption across SDLC

Governed AI adoption embedded into your software delivery lifecycle — from AI-assisted code review and test automation to secure, compliant AI tooling across your engineering teams.

Engagement Models

Choose the model that fits today.
We evolve as your centre grows.

1
Niche Squad Augmentation

Dedicated pods of 3–15 engineers with specialised DevSecOps, SRE, and Data-AI skills that are hard to hire in-house. Plugs directly into your team structure with zero onboarding overhead.

2
Outcome-Based Retainers

Long-term retainers with committed capacity, SLAs, and delivery accountability. Engineering throughput, not just headcount.

3
White-Label Delivery

We work inside your brand, your tools, and your governance framework; with no C2H agreements and full IP ownership staying with your centre.

4
Platform Plus Services

BuildPiper, REMS, and SRE accelerators shorten delivery timelines on your biggest programmes without adding headcount. Your centre moves faster from day one.

Embedded in Global Enterprises

These aren't one-time projects.
These are teams that stayed.

Airtel International
80+
Engineers
DevSecOps Data Engineering SRE & AI/MLOps QA Automation .NET & Mobile Dev
Sprinklr
30+
Engineers
Cloud & SRE DevSecOps Data Engineering QA & Test Automation Java & React
Apple
25+
Engineers
DevSecOps Cloud Infrastructure SRE & Observability QA Engineering Platform Engineering
Getting Started
From first conversation to engineering pod in weeks, not quarters.
1
Tell us your mandate

What are you expected to build, lead, or operate? We align on skills needed, team structure, and what "good" looks like in 90 days.

2
We match your pod

From 500+ specialists across AI , data , DevSecOps, SRE and platform engineering — we find the right fit for your stack, your governance, and your pace.

3
Your team starts shipping

Your codebase. Your tools. Your team. FDEs join your standups, contribute to your sprints, and work within your centre's operating model from week one.

4
The partnership grows with you

Scale the pod, extend to a new domain, or add FDS for managed capability ownership. One partner across the full arc - no reprocuring as the work changes.

One partner. One operating model. No reprocuring as your mandate scales.
Proprietary Platforms

Not just people. Platforms that make
your GCC move faster.

BuildPiper
Agentic DevSecOps Delivery Platform

Unified CI/CD, Kubernetes management, and delivery governance in one place. Security and compliance built into every release — not bolted on. Already running inside Airtel, Waste Management, McKesson, and more.

REMS
AI-Powered Observability & SRE Platform

AI-led observability and SRE intelligence on an open-source foundation. Detects, explains, and helps remediate reliability issues across the stack — with 99.99% uptime and 70% faster MTTR.

Your GCC's delivery velocity is only as fast as your platform foundation. Ours is already built. See Platforms →
Why OpsTree

Depth in our niche.
Breadth within it.

Engineering-led, not advisory-led

We don't arrive with a framework and a deck. We arrive with engineers, platforms, and a delivery track record across 200+ global brands. The work starts in week one.

Partners who grow with the mandate

GCCs no longer need vendors who execute predefined scopes. They need partners who bring expertise, execution, and ownership — and scale with the centre as it grows. That's what a decade of embedded delivery builds.

Platforms that compress time-to-value

BuildPiper and REMS aren't sold separately. They're the same tools our FDEs use to deliver faster, with better governance and less manual overhead — for every client, from day one.

Let's Build Together

Your GCC is ready to lead. We engineer the outcomes that prove it.

Whether you need a niche squad for a modernization sprint, an outcome-based retainer for ongoing platform ownership, or an embedded AI engineering pod - the conversation starts here.

Book your personalised demo
Tell us your name and work email — we'll reach out to schedule at a time that works for you.
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Possibilities ReImagined