Good AI needs great data.

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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

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Data Audits & ML Readiness Checks
Assess current data architecture, coverage, and fitness for machine learning.
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Data Labeling & Curation
Supervised dataset prep, semi-automated annotation pipelines, and labeling tools.
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Feature Engineering & Normalization
Extract features, normalize formats, and ensure consistency across datasets.
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Ingestion & Integration Pipelines
Pull structured and unstructured data from APIs, logs, cloud buckets, and more.
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Data Cleaning & Deduplication
Fill gaps, remove noise, and fix inconsistencies using smart rules and logic.
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Compliance & Privacy-Safe Design
Architect with data regulations in mind — including GDPR, HIPAA, and more.
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Vectorization & Embedding Prep
Structure your data for retrieval-augmented generation, vector search, and more.
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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

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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

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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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Our reviews

CI/CD Rebuild: Hands-Off Delivery at Scale

CONFLICT transformed SteadyMD’s brittle deployment workflows into a hands-off CI/CD pipeline that builds, tests, and ships code automatically—with near-zero errors. From chaos to confidence, we engineered a system that deploys everywhere, on demand, with human gates for control.

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SteadyMD – Compliance & Security

SteadyMD turned to CONFLICT to meet HIPAA and SOC 2 demands without derailing velocity. We hardened their production cloud, implemented real DevSecOps, and embedded audit-ready security into every layer—engineering confidence, not just compliance.

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SteadyMD – Custom App Dev & Embedded Team Support

SteadyMD trusted CONFLICT to build and maintain a custom non-core application—fully staffed, fully managed—for over a year. We embedded seamlessly, shipped consistently, and owned the stack until sunset. No hires, no drama, just clean delivery.

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DevCamps: On-Demand Cloud Environments

SteadyMD partnered with CONFLICT to tame chaotic dev workflows. Our DevCamp environments cut deployment lead time by 45%, doubled velocity, and slashed error rates by 80%. From friction came velocity—engineering confidence, built on precision.

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Zonos – PHP SDK Development

Zonos asked CONFLICT to build a PHP SDK developers would actually love. We delivered clean interfaces, clear docs, and hardened endpoints—helping partners integrate faster, with fewer questions and less churn.

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SteadyMD – Production Support & Operations

When SteadyMD needed rock-solid production support, CONFLICT stepped in. From backups to incident response, we stabilized systems, hardened ops, and kept healthcare infrastructure humming. Uptime, confidence, and velocity—all engineered into the platform.

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SteadyMD – Staff Augmentation & Embedded Engineering

SteadyMD embedded CONFLICT engineers to run a non-core application end-to-end for 14+ months. No ramp-up, no micro-managing. Just seasoned devs who shipped, supported, and sunset the system with surgical precision.

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Team One – Cloud, DevOps & SRE Support

Team One LA brought in CONFLICT to harden infrastructure, optimize DevOps, and support SRE initiatives across internal and client projects. We delivered speed, stability, and scalable cloud ops—without the overhead of building it in-house.

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Zonos – API & Web Development

Zonos relied on CONFLICT to build and maintain core APIs and internal-facing UIs that power operational workflows. We delivered durable endpoints, clean interfaces, and production-grade velocity—without creating tech debt.

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Get Your Data Ready to Learn

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