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Invovia

Engineers Embedded. Outcomes Shipped.

Most AI transformation programs end up as slide decks. Invovia builds working software instead. We put senior engineers inside your team, right at the point where AI ambition runs into execution reality, and we stay until your team is faster, stronger, and able to carry it forward on its own.

Work Completed
0 K+
2.5K+ Client World
1
hr
To first production code contribution
1
X
Velocity lift in FDE-owned workstreams
1
%
Client renewal or expansion rate
1
%
Knowledge transfer completion rate
Before you scroll further

So, what is Forward Deployed Engineering?

“Forward Deployed Engineering” sounds like a lot of jargon for a simple idea: instead of handing you a strategy document and wishing you luck, we send our own engineers to sit inside your team and build the thing with you.

An FDE is a senior engineer who joins your daily standups, gets access to your codebase in the first week, and starts shipping real, working code, usually within a few days rather than months. They’re not there to write a report about your AI strategy. They’re there to build the first version, fix what’s broken, and show your own engineers how to do it themselves next time.

Before you scroll further

So, what is Forward Deployed Engineering?

“Forward Deployed Engineering” sounds like a lot of jargon for a simple idea: instead of handing you a strategy document and wishing you luck, we send our own engineers to sit inside your team and build the thing with you.

An FDE is a senior engineer who joins your daily standups, gets access to your codebase in the first week, and starts shipping real, working code, usually within a few days rather than months. They’re not there to write a report about your AI strategy. They’re there to build the first version, fix what’s broken, and show your own engineers how to do it themselves next time.

Traditional consulting

Company → Consultant → Recommendations

The Invovia FDE model

Company → FDE inside your team → Shipped systems

Six Core Offerings

Where We Create the Most Leverage

Production Outcomes

Faster path from strategy to production

Forward Deployed Engineering

Outcome-accountable engineers in your standups, writing production code and transferring capability until your team can carry it forward.

AI-Powered SDLC

Accelerate delivery from idea to production

Accelerated AI Delivery (AAID)

Redesign the software delivery lifecycle so AI amplifies every phase, compounding velocity sprint over sprint.

AI-Native Teams

Build engineering organizations for the AI era

AI Native Engineering

Engineering rebuilt from first principles, with team structures, ownership models, and intelligence designed in from day one.

Legacy Transformation

Reduce modernization time and technical debt

Accelerated Modernization

AI-assisted legacy migration, done with discipline, at 3–5× the speed of traditional approaches.

Intelligent Operations

Move from reactive support to intelligent operations

AI for AMS

From reactive ticket-chasing to proactive, predictive application management at enterprise scale.

Autonomous AI Systems

Build autonomous AI systems that operate safely

Agentic AI Architecture

The memory, orchestration, guardrail, and observability layers autonomous agents need to run safely.

How We Deploy: The Engagement Model

Five Phases. No Wasted Motion.

Industries We Serve

Where FDE Delivers Outsized Return

Financial Services & Fintech

Risk systems, fraud detection, and core banking modernization, with SOC 2, PCI-DSS, and OCC awareness built in.

Enterprise Software & SaaS

AI feature acceleration, platform re-architecture, multi-tenant LLM infrastructure.

Healthcare & Life Sciences

Clinical decision support, HIPAA-compliant platforms, EHR modernization.

Government & Defense

FedRAMP-aligned architecture, secure pipelines, mission-critical modernization.

Manufacturing & Supply Chain

Predictive maintenance, demand forecasting, OT/IT integration.

Retail & Consumer Platforms

Personalization, real-time recommendations, high-concurrency infrastructure.

Technology Practice

The Technology Foundations Invovia Builds On

AI core

LLMs, Agents & Orchestration

Token economics, context-window behavior, rate limits and failure modes across every major model — plus the multi-agent coordination patterns that keep long-running agents reliable.

Infrastructure

Cloud, Data & Compliance

Inference and platform layers across AWS, Azure and GCP with specialized providers, vector and data tooling, and guardrails built into the infrastructure rather than bolted on afterward.

One working reference across every layer we operate in — from raw LLM APIs through production observability, and vendor neutral by design.

Engineering

AI-Native Delivery & AMS Stack

Copilot, Cursor and evaluation tooling woven into the dev cycle, production agent design, enterprise RAG, plus observability synthesis and automated remediation for run-and-operate.

Partnerships

Model-Agnostic, Partnership-Informed

We keep current production experience with every major provider — Anthropic, OpenAI and open-source models served via vLLM or air-gapped — and take no referral margin, so recommendations come from engineering merit.

Number #1 SOLVER

THE BEST OF COMPANY

About Invovia

Engineering Intelligence. Delivered.

An AI-native engineering services firm for enterprises that need AI to work in production, not in a keynote. We specialize in forward deployed engineering, AI-accelerated delivery, legacy modernization, and safe agentic architecture. Headquartered in Pleasanton, CA; operating globally across North America, Europe, and APAC.

Work With an FDE Team

Three Ways to Bring FDEs onto Your Team

We audit architecture, technical debt, delivery process and AI opportunity, then hand over an implementation-ready roadmap.
Start Here

Discovery Sprint

FDEs become part of your team on AI/LLM integration, delivery, modernization and platform engineering.
Start Here

Embedded Partnership

We continuously run a capability for you — AI-enabled application management or agentic AI operations.
Start Here

Managed Capability

Contact Us

Let's Talk About What You're Actually Trying to Ship

No vendor deck, no pitch. Tell us the problem and we’ll give you a straight answer about whether and how we can help.