ALNICO LABS
// DATA ENGINEERING · DATA SCIENCE · APPLIED AI

Data infrastructure
and AI, built to production.

Alnico Labs builds the pipelines that move your data, mines and structures data from sources that resist easy extraction, and develops AI models and tools that operate on it — end to end.

Start a Project →View Datasets ↓
// pipelines// data mining// ML models// LLM fine-tuning
DATA & AI PIPELINE
AUTONOMOUS. STRUCTURED. PRODUCTION-READY.
01
INGEST
Pull data from any source.
02
CLEAN
Structure and validate records.
03
MODEL
Train and fine-tune on your data.
04
VALIDATE
Test against real-world cases.
05
SHIP
Deploy to production, monitored.
GRID: 8PT · BASELINE: 4PTDISCIPLINE. DATA. DECISIONS.PIPELINE: LIVE
// SERVICES

What we build

05 DISCIPLINES
// ANALYTICS01

Data Science & Analytics

Analytical pipelines and statistical models that surface what your data is actually saying. From exploratory analysis to production-grade predictive systems that feed directly into business decisions.

// COLLECTION02

Data Mining & Collection

Sourcing and structuring data that isn't easy to get. Points-of-interest datasets, web and public-source mining, and custom collection pipelines built to acquire, clean, and deliver data at scale.

// ENGINEERING03

Data Engineering

ETL and ELT pipelines, cloud data warehousing, data quality frameworks, and integrations across cloud and on-prem environments. We build the infrastructure your analytics and AI depend on.

// AUTOMATION04

AI Bots, Tools & Applications

Conversational bots, automation tools, and custom applications built on modern LLM and ML stacks. Designed for real workflows — not demos. Built to handle production load and edge cases.

// ML SYSTEMS05

AI/ML Model Development & Training

Custom models built from the ground up: classification, forecasting, recommendation, computer vision, and NLP. Fine-tuning open-source models — including LLMs — on your proprietary data, covering prep, training, evaluation, and deployment.

// DATASETS

Ready-to-use datasets,
where you already work

Beyond custom engagements, Alnico Labs curates and publishes structured datasets on major data marketplaces. Each dataset is cleaned, documented, and ready for immediate use in analytics pipelines and AI training workflows.

ADX

Amazon Data Exchange

Available on AWS — subscribe and query directly from your existing AWS environment.

SNOWFLAKE

Snowflake Marketplace

Listed on the Snowflake Marketplace — import and join datasets with zero data movement.

DATABRICKS

Databricks Marketplace

Discoverable on Databricks — consume directly within your lakehouse workflows.

//

Every dataset is cleaned, consistently documented, and structured for immediate use in analytics and AI pipelines — no data wrangling required on your end.

// ABOUT

We don't just deliver data.
We make it move.

Alnico Labs is a data and AI engineering studio. We help organizations turn raw, messy, or hard-to-reach data into decision-ready intelligence — and we build the AI systems that act on it.

We don't just deliver a dataset or a model. We understand how it needs to move through a real pipeline and into a real decision. Whether you need a one-off dataset, a full data pipeline, or an AI tool built on top of your data, Alnico Labs builds it end to end.

P.01 // BREADTH

We sit at the intersection of data engineering and applied AI.

P.02 // DEPTH

We understand how data needs to move through a real pipeline and into a real decision.

P.03 // SCOPE

Whether you need a dataset, a full pipeline, or an AI tool built on top of your data — we build it end to end.

// CONTACT

Have a project or dataset need in mind?

Tell us what you're working with. We'll respond within one business day.

// PROJECT INQUIRY FORM
// OR REACH US DIRECTLY

Prefer a direct line? We're responsive — usually within a few hours during business days.

// WHAT HAPPENS NEXT
01

We review your brief within 1 business day.

02

We schedule a short scoping call if needed.

03

We send a clear proposal with scope, timeline, and pricing.