Custom Model Development

Tailored intelligence, trained for your domain.

AI / Custom Model Development

Off-the-shelf AI is good for demos. But your business isn’t a demo. When precision matters — when your data, users, or workflows demand more than a general-purpose model — you need something custom. At CONFLICT, we design, train, fine-tune, and deploy models tuned to your exact needs. Whether it’s a domain-specific LLM, a multilingual support bot, or a high-accuracy generator for your internal data, we build AI that actually understands your business.

What We Offer

Fine-tuned LLMs

Customize OpenAI, Claude, Gemini, or OSS models using proprietary data and desired tone.

Domain-Specific Models

Train models on data from legal, healthcare, ecommerce, finance, SaaS, or internal docs.

Instruction & Task-Tuned Intelligence

Optimize models for writing style, customer support, or agent workflows.

Multilingual Context-Aware AI

Enable regulatory translation pipelines and global support bots.

Retrieval-Enhanced Generation

Design fallback strategies and context-aware scaffolding for few-shot or zero-shot use.

Evaluation Pipelines

Deploy regression testing and evaluation frameworks for latency, safety, and quality.

Prompt & Guardrail Engineering

Reduce hallucinations, control tone, and enforce output constraints.

AI Infrastructure & Hosting

Host on Hugging Face, AWS, Vercel AI SDK, or GPU-accelerated environments.

Reinforcement Learning Systems

Train agents to learn optimal behavior from feedback and reward mechanisms.

Platforms & Frameworks We Use

OpenAI, Anthropic (Claude), Google (Gemini), Meta (LLaMA)
Hugging Face Transformers, LangChain, LlamaIndex, Vector DBs
PyTorch, TensorFlow, Keras for model training
Vercel AI SDK, AWS SageMaker, local GPU orchestration
Guardrails, PromptLayer, Traceloop, LangSmith
CI pipelines for evaluation and test coverage

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When It’s the Right Fit

Your generic LLM isn’t cutting it for internal knowledge
You want a model trained on your docs, your tone, and your use case
You’re running into hallucinations, poor context retention, or slow responses
You need something safer, smarter, or just better than off-the-shelf

Why Conflict™?

We don’t build science projects — we build production-grade models that deliver business value.
From architecture to deployment, our work is built for real-world scale and speed.
We understand your use case — and your infrastructure — so what we ship actually fits.

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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.

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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Let’s build it together.

Ready to Train a Model That Actually Fits?

If you’re ready to move beyond generic LLMs, we’re ready to help. Let’s craft an AI that truly understands your business.

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[email protected]

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305-403-9663

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