Abacus
On-Prem LLM
Zero Cloud Dependency

On-Prem LLM Deployment
Your Models. Your Hardware.

Deploy AbacusOS Custom LLM on purpose-built hardware inside your data center. The Abacus Go1 delivers sub-80ms inference with zero cloud dependency and full data sovereignty.

Abacus Go1 on-prem LLM appliance

H100 GPUs

640GB HBM3 aggregate

< 80ms

P95 Latency

Time-to-first-token

405B

Max Parameters

Single-node inference

30TB

NVMe Storage

25 GB/s sequential read

Why Deploy LLMs On-Prem

Cloud LLM APIs introduce data residency risk, unpredictable costs, and vendor dependency. On-premise LLM deployment gives you full control.

Complete Data Control

Every token stays within your network perimeter. No API calls to external endpoints — critical for regulated industries.

  • Zero data egress by architecture

  • No third-party data processors

  • Full data residency compliance

  • Customer-managed encryption keys

Zero Cloud Dependency

Eliminate vendor lock-in and third-party risk. Your LLM runs on hardware you own.

  • No subscription fees or rate limits

  • No service disruptions from upstream

  • Own your model weights and configs

  • Air-gapped deployment support

Predictable Performance

Sub-100ms inference with dedicated GPU resources. No multi-tenant noise, no cold starts.

  • Dedicated GPU resources

  • Consistent sub-100ms latency

  • No multi-tenant contention

  • Predictable cost per inference

Your data center. Your models. Your rules.

On-Prem LLM Deployment

Your data center. Your models. Your rules.

Purpose-built hardware for AbacusOS Custom LLM inference. No cloud accounts, no API keys, no external dependencies.

AbacusOS Custom LLM Capabilities

Purpose-built AI models optimized for regulated industries — all running on the Go1 inference stack.

AbacusOS Custom LLM

AbacusOS Custom LLM

Deploy AbacusOS Custom LLM with enterprise-grade inference, optimized for compliance, accuracy, and on-premise performance.

Enterprise Foundation Models

Custom-tuned models from 8B to 405B parameters with quantized and full-precision variants optimized for the Go1.

Conversational & Chat

Industry-specific chat models with built-in prompt management, system message configuration, and multi-turn context.

Custom Fine-Tuning

Bring your own training data and fine-tune models for your specific use cases. Hot-swap models without downtime.

Specialized AI Capabilities

Specialized AI Capabilities

Full RAG pipeline support — embeddings, retrieval, and generation — entirely on-premise.

Document Intelligence

Extract, classify, and analyze documents with AI purpose-built for financial services, healthcare, and insurance.

Multimodal Processing

Vision-language capabilities for document analysis, image classification, and OCR — all on-premise.

Semantic Search & RAG

Dense vector embeddings for semantic search, retrieval-augmented generation, and document similarity.

The Hardware

The Go1

8x NVIDIA H100 GPUs, 640GB HBM3 memory, 30TB NVMe storage. Run AbacusOS Custom LLM with 405B-parameter models on a single node with sub-80ms P95 latency. Plug in, connect ethernet, and deploy in under 15 minutes.

8× H100 GPUs

30TB NVMe

< 80ms P95

Liquid Cooling

Abacus Go1 AI inference appliance

On-Prem LLM vs. Cloud LLM APIs

Compare on-premise LLM deployment with cloud-based APIs across the metrics that matter for production workloads.

#FeatureCloud LLM APIAbacus On-Prem
ROW-01

Data Residency

Data sent to cloud provider100% local, never leaves
ROW-02

Latency (P95)

200-500ms variable< 80ms consistent
ROW-03

Cost Model

Per-token pricing, unpredictableFixed hardware cost, unlimited use
ROW-04

Model Selection

Limited to provider's catalogAny open-weight model + custom
ROW-05

Availability

Dependent on cloud uptimeRuns on your infrastructure
ROW-06

Fine-Tuning

Expensive, limited optionsFull control, LoRA hot-swap

Deploy Your First LLM On-Prem

See the Go1 run AbacusOS Custom LLM at production scale — inside your own data center, with zero cloud dependency.

Deploy AI That Passes Every Audit

900K monthly users went live in under 24 hours. SOC 2 Type II, ISO 27001, and HIPAA certified from day one.

Abacus

AI infrastructure for regulated industries. On-premise deployment, zero data egress, examiner-ready compliance. Trusted by 900K monthly users processing 8M queries daily.

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Go Abacus Corporation refers to Go Abacus Corporation and its affiliated entities. Go Abacus Corporation and each of its affiliated entities are legally separate and independent. Go Abacus Corporation does not provide services to clients in jurisdictions where such services would be prohibited by law or regulation. In the United States, Go Abacus Corporation refers to one or more of its operating entities and their related affiliates that conduct business using the “Go Abacus” name. Certain services may not be available to clients subject to regulatory independence restrictions or other compliance requirements. Please visit our About page to learn more about Go Abacus Corporation and its network of affiliated entities.