Forward Deployed Engineering

Engineering Impact
at the Speed of AI.

We are Forward Deployed Engineers. We don't deliver strategy decks; we ship production systems inside your existing environment.

95%
Enterprise AI projects fail to reach production
0
Strategy decks shipped
100%
Production systems, owned by you
Capabilities

The FDE Service Model

01

Custom AI Orchestration

RAG Pipelines · Agents · LLM Ops

We architect and ship production-grade AI systems — retrieval-augmented generation pipelines, multi-agent frameworks, and LLM orchestration layers — inside your existing infrastructure. No pilot theater. No vendor lock-in.

  • Context-aware RAG over proprietary data
  • Autonomous agent workflows (LangChain, LlamaIndex)
  • LLM evaluation, guardrails & monitoring
  • On-premise or cloud-native deployment
02

Embedded Enterprise Data Engineering

Snowflake · dbt · Airflow · Delta Lake

Modern AI requires trustworthy data. We embed directly into your data org to build the pipelines, semantic layers, and governance structures that make enterprise AI actually work.

  • Data lakehouse architecture & migration
  • Semantic layer and feature store design
  • Real-time streaming & batch orchestration
  • Data quality, lineage & observability
03

Post-Acquisition Operational Re-engineering

M&A Integration · Tech Stack Consolidation

When your M&A closes, execution is everything. We accelerate integration by mapping, consolidating, and re-engineering fragmented technical operations — so the deal delivers its projected value.

  • Legacy system audit & rationalization
  • Cross-org data and process integration
  • Workflow automation across combined entities
  • Executive dashboards & operational KPIs
Why Vantix

The FDE Difference

Dimension
Vantix
Traditional Consultancy
Delivery Format
Production Code
Strategy Decks
Engagement Model
Embedded in Your Org
Advisory / External
Output
Handoff-Ready Systems
Roadmaps & Recommendations
Ownership
Client Owns All IP
Vendor Retains Leverage
Timeline
Weeks to Production
Months to POC
Risk
Low — We Ship or Iterate
High — Advice Unvalidated
Technology

Our Stack

PythonTypeScriptLangChainLlamaIndexVectorDBSnowflakedbtAirflowAWSAzureTerraformCI/CDFastAPIDockerKubernetesPostgreSQL

Ready to ship?

Describe your initiative. We'll scope an engagement that delivers production results — not a proof of concept.