Custom AI Solutions
Production-grade AI systems tailored to your proprietary data, strict compliance mandates, and core business workflows.
The AI landscape evolves rapidly, but real enterprise value comes from disciplined systems engineering. At Sullux, we bridge the gap between bleeding-edge foundation models and dependable production software. Whether you need ultra-fast cloud inference, fully air-gapped local model execution, domain-specific fine-tuning on company data, or autonomous agent workflows, we engineer solutions built for reliability, data privacy, and observable ROI.
Areas of AI Specialization
Cloud-Hosted & High-Throughput Inference
Architecting, routing, and optimizing API-driven foundation models (Claude, GPT, Gemini, DeepSeek, Bedrock, Groq). We implement multi-provider failover, semantic caching, token optimization, and rate-limit mitigation to ensure consistent availability and predictable costs.
Private Local & On-Premise Inference
Deploying self-hosted, air-gapped open-weight models (Llama, Mistral, Qwen, DeepSeek-R1) using Ollama, vLLM, or dedicated GPU infrastructure. Zero proprietary data leaves your network boundary, satisfying stringent legal, security, and healthcare compliance requirements.
Specialized Model Training & Fine-Tuning
Customizing models for your specific industry terminology, internal style guides, and classification tasks using parameter-efficient fine-tuning (LoRA/QLoRA), instruction tuning, and curated domain dataset preparation pipelines.
Domain-Specific RAG & Knowledge Systems
Building high-accuracy Retrieval-Augmented Generation (RAG) engines with hybrid vector/keyword search, semantic re-ranking, and smart document parsing that ground model answers strictly in your verified company documentation with verifiable citations.
Custom Autonomous Agents & Workflow Automation
Developing deterministic, tool-calling agents and background processors that orchestrate complex multi-step workflows—from automated report generation and invoice extraction to customer support escalation triage.
Evaluation, Guardrails & Telemetry
Implementing rigorous automated evaluation suites, regression tests for prompt updates, structured JSON output validation, content safety guardrails, and real-time monitoring of latency, accuracy, and operational spend.
We take a vendor-neutral, pragmatic approach to AI. We don't push trendy experiments; we engineer dependable, cost-efficient systems that deliver measurable operational leverage without locking your organization into unnecessary ongoing overhead.