We build private, on-premise AI systems — your weights, your kernel, your keys. No SaaS round-trips, no vendor lock-in, no training the world's model on your contracts. From legal to accounting to manufacturing, your AI runs where your data already lives.
Every prompt sent to a third-party model is a copy of your IP, your privileged communications, your customer records — sitting on someone else's GPU, training someone else's product. We build the alternative.
Inference runs on hardware you control. Weights, embeddings, and prompts stay inside your perimeter — by architecture, not promise.
We deploy open-weight foundation models tuned to your domain. If we disappear tomorrow, your AI keeps running. No phone-home, no vendor kill-switch.
Custom-built racks with high-VRAM GPUs, ECC memory, and NVMe storage. Token latency that beats cloud round-trips, every time.
Beyond chat — we build agents that draft, redact, retrieve, and act inside your existing tools, with full human-in-the-loop and audit trails.
Our flagship deployment of the Trenchant Cyber local AI platform: a complete trading machine with proprietary models, GPU-accelerated inference, and direct exchange integration — running entirely on the operator's hardware.
Custom hardware, proprietary AI models, and direct exchange integration — shipped as a single appliance the operator owns end-to-end. Inference is local, models are pulled on demand, and no trade signal ever leaves the machine.
Every vertical has its own compliance regime, its own privileged data, and its own reasons to keep inference local. We deploy in all of them.
Contract review, privileged research, e-discovery — all under attorney–client privilege, on your own hardware.
Books, reconciliations, audit prep — sensitive financial data stays inside the firm, never sent to a third-party model.
Shop-floor sensors, ERP, quality data — real-time inference at the edge with no trade-secret leakage.
PHI never leaves the BAA boundary. Local LLMs draft notes, summarize charts, and assist coding under HIPAA.
Knowledge work that depends on confidential client material — kept confidential, by architecture.
CMMC + ITAR-aware deployments. Air-gapped inference for classified-adjacent workloads.
Hardware + software + agents — combined however your environment requires.
A complete, pre-configured AI rack delivered to your data closet. We rack it, cable it, and walk you through the dashboard. Same shape as the NeoTrade-AI build.
You bring the iron — we bring the software, models, agents, and tuning. Most legal and accounting firms start here, on infrastructure they already own.
Inference local by default, training and overflow to a private cloud tenant under your VPC. For workloads that occasionally need to scale beyond a single rack.
Trenchant Cyber is led by a cybersecurity veteran with 15+ years in HIPAA, NIST, and cloud security — paired with a team of AI engineers who've shipped agent systems at scale.
We exist for the firms and operators who refuse to pour their most sensitive data into someone else's foundation model. Your data is your business — we make sure it stays that way.
Empower businesses with local, sovereign AI tooling that respects privilege, compliance, and ownership.
By 2030, lead the on-prem agent platform category for regulated and IP-sensitive industries.
Agents are only useful when they're reversible, auditable, and confined to your perimeter. We engineer for all three.
Run it in your DC, on your hardware, under your keys. Hybrid only when you choose to burst.
Thirty-minute call. We'll map your data flows, identify where local AI adds immediate leverage, and show you what a deployment looks like on infrastructure you already own.