AI Infrastructure & MLOps

AI / AI Infrastructure

Building an AI demo is easy. Running models at scale, with GPUs humming and endpoints up, is another story. Whether you're fine-tuning a custom model, running open-source LLMs, or just tired of burning cash on inefficient pipelines — we’ll help you build the infrastructure that lasts. We bring real MLOps, GPU orchestration, model lifecycle management, and cost-optimized deployment pipelines to your AI stack.

Scalable, secure, GPU-accelerated infrastructure for AI apps that actually run in production.

What We Build

MLOps Toolchains

CI/CD pipelines for training, testing, deploying, and monitoring models.

GPU Orchestration

On-demand and auto-scaling GPU clusters (NVIDIA, AMD, cloud-native or bare metal).

Model Serving Infrastructure

Real-time inference endpoints with load balancing, batching, and A/B testing.

LLM Hosting Platforms

Ollama, LM Studio, HuggingFace Accelerated Inference, vLLM, TGI — all supported.

Vector Databases & Embeddings

Pinecone, Weaviate, Qdrant, FAISS, or in-house setups.

Observability & Cost Controls

GPU usage tracking, autoscaling rules, monitoring, alerting, and logging.

Open-Source Model Optimization

Quantization, pruning, distillation, model packaging and rollout.

Custom AI DevOps Environments

Notebook infra, remote training clusters, secure sandboxed runtimes.

Use Cases We Support

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Supported Clouds, Platforms, & Frameworks

AWS SageMaker, Bedrock, ECS, EKS
GCP Vertex AI, GKE, TPUs
Azure ML
Kubernetes, Docker, Terraform
LangChain, PyTorch, TensorFlow, Ray, JAX
Weights & Biases, MLflow, Comet, DVC

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Why Conflict™?

We’ve built AI infra that runs inside highly regulated industries — and on a single founder’s MacBook.
We balance velocity, security, cost, and performance — no hand-wavy abstractions.
We don’t treat MLOps as an afterthought. It’s built into our process.

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Testimonials

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.

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.

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.

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.

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.

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.

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.

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.

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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Make It Real — And Make It Scale

Don’t let infra be your bottleneck. We’ll help you ship AI that doesn’t just work — it works under load.

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