Good AI needs great data.

We make sure you’re ready.

AI / Data Engineering for AI

Before models can learn, reason, or act — they need clean, accessible, and well-structured data. From messy CSVs to fragmented databases and third-party APIs, we help you wrangle the chaos and design a data pipeline that sets your AI up for success. At CONFLICT, we don’t just tune models — we engineer your data layer for performance, clarity, and compliance.

What We Do

Data Audits & ML Readiness Checks

Assess current data architecture, coverage, and fitness for machine learning.

Data Labeling & Curation

Supervised dataset prep, semi-automated annotation pipelines, and labeling tools.

Feature Engineering & Normalization

Extract features, normalize formats, and ensure consistency across datasets.

Ingestion & Integration Pipelines

Pull structured and unstructured data from APIs, logs, cloud buckets, and more.

Data Cleaning & Deduplication

Fill gaps, remove noise, and fix inconsistencies using smart rules and logic.

Compliance & Privacy-Safe Design

Architect with data regulations in mind — including GDPR, HIPAA, and more.

Vectorization & Embedding Prep

Structure your data for retrieval-augmented generation, vector search, and more.

Metadata, Tagging & Ontology Design

Add semantic layers for smarter data discovery and AI understanding.

Stack & Tools We Work With

Apache Airflow, dbt, Dagster, Prefect
Pandas, Polars, NumPy, Spark
Postgres, BigQuery, Redshift, Snowflake
LangChain, Haystack, LlamaIndex
Label Studio, Scale, Snorkel, and other labeling platforms

Use Cases We Enable

AI summarization for customer support tickets
Product catalogs optimized for search & recommendation
RAG-ready document prep
Clean, compliant medical records
Unified customer profiles across departments

Why Conflict™?

We speak both “data engineering” and “AI product” fluently.
We don’t just wrangle — we design for downstream impact.
You’ll get clean pipelines, real-time dashboards, and a future-proof foundation.

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Get Your Data Ready to Learn

Let’s take your fragmented, messy, high-potential data — and make it AI-ready.

Contact form

hi@weareconflict.com

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+1 (305) 209-5818‬

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Lead developer!