Production AI & LLMs Engineered for Accuracy, Privacy & Scale
We build and deploy custom fine-tuned open-source LLMs, enterprise agentic RAG systems, and computer vision pipelines inside your private VPC with sub-20ms token latency and zero data leakage.
Risk Analysis Complete: Clause 14.2 contains un-capped indemnity exposure. Recommended amendment: Insert $2.5M aggregate liability ceiling. Confidence: 99.8%.
Enterprise Intelligence Without Hallucinations or Data Leaks
Every model is benchmarked on deterministic validation suites, armed with strict RAG guardrails, and hosted on private GPU hardware.
Fine-Tuned Open-Source LLMs
Train custom Llama 3.3, Mistral, and Qwen models on your proprietary enterprise data. Eliminate vendor lock-in and cut token costs by up to 80%.
- QLoRA / LoRA parameter-efficient fine-tuning pipelines
- Domain-specific dataset synthesis and clean deduplication
- AWQ / GPTQ 4-bit model quantization for sub-20ms inference
Enterprise Agentic RAG Systems
Connect your models to live databases, PDFs, APIs, and document vaults with hybrid semantic search and automated reranking.
- Hybrid vector search (Qdrant / Milvus + BM25 keyword matching)
- Cohere / BGE cross-encoder reranking for precision retrieval
- Automated chunking with contextual metadata enrichment
Multi-Agent Autonomous Workflows
Deploy autonomous AI agents that reason, plan, call tools, and execute complex multi-step business operations without human micro-management.
- LangGraph & CrewAI deterministic cyclic agent orchestration
- Sandboxed Python & SQL code execution environments
- Human-in-the-loop approval checkpoints for high-risk actions
Computer Vision & Visual Perception
Automate visual inspections, defect detection, document OCR, and object tracking with high-accuracy YOLO, Segment Anything, and ViT models.
- Edge-deployed TensorRT-optimized vision pipelines
- Multi-lingual document OCR and tabular data extraction
- Automated defect detection for manufacturing & medical scans
Predictive Analytics & Forecasting
Turn petabytes of historical logs into actionable commercial foresight: customer lifetime value, churn probabilities, and demand planning.
- XGBoost, LightGBM, and Deep Learning time-series models
- Automated feature engineering and drift detection (Evidently AI)
- Real-time scoring APIs with sub-10ms response SLAs
Private VPC & Air-Gapped Deployment
Deploy LLMs inside your own AWS, Azure, or on-premise GPU clusters. Guarantee that zero customer data ever leaks to third-party public APIs.
- vLLM & NVIDIA Triton inference cluster hosting
- Automated PII detection, redaction, and prompt injection defense
- Zero data transmission to OpenAI or external third-party servers
Why Naive Public API Wrappers Fail vs. HiveRift Fine-Tuned Private AI
Compare fragile, expensive third-party API dependencies with HiveRift's private, quantized, and hallucination-free open-weights models.
Sending proprietary enterprise data over public OpenAI/Anthropic APIs risks IP leaks and violates strict HIPAA/SOC2 requirements.
Models run entirely inside your private cloud or on-premise GPU cluster. Customer data never leaves your security perimeter.
From Data Hygiene to High-Throughput GPU Inference
Our structured 6-phase AI delivery roadmap ensures rigorous validation, adversarial safety audits, and smooth private cloud cutover.
AI Feasibility & Dataset Audit
Auditing your existing data assets, identifying high-ROI use cases, defining validation benchmarks, and choosing the optimal model family.
- AI Architecture Specification
- Dataset Hygiene Report
- Evaluation Metrics Matrix
Real-Time Model Training & vLLM Serving Stream
Watch our automated training engine run distributed LoRA fine-tuning, compress weights with 4-bit AWQ quantization, and serve models via vLLM PagedAttention.
Calculate Timeline & Investment for Your Custom Enterprise AI Model
Select your AI architecture family, dataset scale, and deployment specs to generate project timelines and hardware projections.
Launch Your Next-Gen AI & Machine Learning
Share your requirements below. Receive an enterprise architecture proposal, milestone breakdown, and fixed-price quotation within 24 hours.
Frequently Answered Technical Questions on Enterprise AI
Straightforward technical advice on model fine-tuning, hardware costs, data privacy, and eliminating AI hallucinations.
Have a technical question not answered here?
Our engineering architects provide direct technical guidance before any contract.