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The TechFides Stack is a model-agnostic AI infrastructure deployed on your own hardware. Swap models, scale users, and maintain total data privacy — without rewriting a single integration.
Five layers working together. Every component runs on your hardware, on your network, under your control.
Enterprise-grade compute deployed on-premise. Mac Studio clusters, NVIDIA GPU servers, or custom-spec hardware matched to your workload.
Apple Silicon (M-series) or NVIDIA A100/H100 GPU clusters sized to your model requirements and user concurrency.
NVMe SSD arrays with RAID redundancy. Your data, your drives, your building. Encrypted at rest with hardware-backed keys.
Isolated VLAN deployment on your existing network. Zero internet dependency for inference. Air-gapped option available.
The core runtime that powers AI inference on your local hardware. Optimized for throughput and latency at enterprise scale.
llama.cpp, vLLM, or Ollama-based serving layer optimized for your specific hardware. Sub-second inference for most queries.
Hot-swap between models without downtime. Run Llama 3, Mistral, CodeLlama, or domain-specific models simultaneously.
Optimized model quantization (GGUF, GPTQ, AWQ) to maximize performance on your hardware without sacrificing output quality.
The brains of the stack. RAG pipelines, fine-tuning, and prompt engineering tailored to your industry and data.
Retrieval-Augmented Generation built on your documents, databases, and knowledge base. ChromaDB or Weaviate running locally.
LoRA/QLoRA fine-tuning on your proprietary data. Models learn your terminology, workflows, and business logic over time.
Industry-specific system prompts and guardrails. Ensures outputs match your compliance requirements and brand voice.
The interfaces your team actually uses. Web dashboards, API endpoints, and integrations with your existing tools.
Clean, internal-facing chat and workflow UI. Role-based access control. No internet required after deployment.
OpenAI-compatible API running on your network. Drop-in replacement for cloud AI in your existing scripts and tools.
Pre-built connectors for EHRs, DMS systems, CRMs, and industry tools. Custom webhook and automation support.
Enterprise security at every layer. Audit trails, encryption, access control, and compliance reporting built in — not bolted on.
Every query, every response, every user action logged with timestamps. Export-ready for compliance audits and legal holds.
AES-256 at rest, TLS 1.3 in transit (on your LAN). Hardware security modules (HSM) available for key management.
RBAC with Active Directory / LDAP integration. SSO support. Granular permissions by model, function, and data scope.
Never get locked into a single AI vendor again. The TechFides Engine supports any open-weight model — and we add new ones monthly.
General-purpose excellence. Strong reasoning, coding, and instruction-following.
Sizes: 8B, 70B, 405B
Exceptional efficiency. High performance at smaller model sizes. Great for constrained hardware.
Sizes: 7B, 8x7B, 8x22B
Purpose-built for code generation, review, and technical documentation.
Sizes: 7B, 13B, 34B, 70B
Medical (BioMistral), Legal (SaulLM), Financial models fine-tuned for your vertical.
Sizes: Varies
| Factor | Cloud AI | TechFides Local |
|---|---|---|
| Data Location | Vendor's servers | Your building |
| Pricing Model | Per-token / per-seat | Flat monthly retainer |
| Compliance | Shared responsibility | Full control |
| Internet Required | Always | Never (for inference) |
| Model Lock-In | Vendor's model only | Any open model |
| Latency | 50-500ms (network) | <50ms (local) |
| Long-Term Cost | Escalating | Predictable & declining |
| Data Ownership | Licensed back to you | 100% yours |
We'll walk you through the architecture, answer your technical questions, and map the stack to your specific requirements.