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.

Talk to an Expert

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.

Start a Project

hi@weareconflict.com

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+1 (305) 209-5818‬

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Lead developer!