Turn Data into Decisions
Your data is an asset sitting in silos, spreadsheets, and disconnected systems. We build the pipelines to move it, the models to understand it, the lakehouses to store it, and the dashboards to act on it. AI-powered at every layer.
The Problem
Most companies have data everywhere and insights nowhere. Their “data strategy” is a 3-month engagement that produces a deck, not a pipeline. Their dashboards are pretty but built on dirty data. Their AI models are a single ChatGPT wrapper with no fine-tuning, no routing, and no governance.
We build the full stack — from raw data to production models to executive dashboards.
Their Data Team vs. Virgent AI
| Capability | Typical Data Consultancy | Virgent AI |
|---|---|---|
| Data approach | Dashboards on top of messy data | Clean the data first, then visualize it |
| Model strategy | One model for everything | Multi-model routing — right model for each task |
| Fine-tuning | Prompt engineering only | Actual fine-tuning on your proprietary data |
| Ownership | Locked into their platform | You own the models, the data, and the IP |
| Infrastructure | Whatever they resell | Vendor-agnostic — Databricks, Snowflake, open-source, on-prem |
| Delivery | 3-month "data strategy" engagement | Working dashboards and pipelines in 2-week sprints |
Data & AI Model Services
Dashboards & DataViz
Executive dashboards and data visualizations that surface the metrics that matter. Real-time, interactive, and designed for decisions.
ETL & Data Pipelines
Extract, transform, load. Reliable pipelines that move data from where it is to where it needs to be — batch or real-time.
Data Science
Machine learning, statistical analysis, predictive modeling, and NLP. We find the signal in your noise and make it actionable.
Data Engineering
The infrastructure under your analytics. Schemas, warehouses, orchestration, and quality frameworks that scale.
Data Lakes & Lakehouses
Unified storage and compute. Databricks, Snowflake, Delta Lake, or open-source — we design the architecture, not sell the vendor.
Model Creation
Custom AI/ML models you own. Trained on your data, deployed in your environment, with full IP ownership.
Fine-Tuning
Make foundation models speak your language. Domain-specific fine-tuning of GPT, Claude, Llama, Mistral, and open-source LLMs.
Multi-Model Architecture
No single model does everything well. We design routing layers that send each task to the right model — cost, speed, and quality optimized.
The Full Data + AI Stack
ETL pipelines, streaming, batch processing, API connectors
Data lakes, lakehouses, warehouses, vector databases
Custom models, fine-tuning, multi-model routing, RAG
Dashboards, agents, predictions, automated decisions
Proof We Ship
Building the Operating System for Scaled Growth
OKRs, silo breakdown, agile cadence, and a biweekly executive dashboard unifying 16+ systems for a $25M+ functional beverages brand.
Read Case StudyCTO and Full Delivery Team for a Stealth Music Startup
Embedded as technical leadership and the full delivery team — integrating disparate systems into a client-partitioned lakehouse with grounded RAG, an agent hierarchy, and domain-tuned models.
Read Case StudyHIPAA-Safe Reporting for a Multi-Facility Treatment Provider
A data lake reconciling EHR, clearinghouse, and accounting data with OCR of payer remittance PDFs — feeding a leadership dashboard that never exposes PHI.
Read Case StudyTalk to a Data Architect
Free consultation. Tell us where your data lives, what you need to know, and what decisions you're trying to make. We'll map the path from raw data to production insight.
