Enterprise AI Foundation Model Customization Suite
Turn your proprietary data into a secure, high-performance large language model that thinks, speaks, and acts like your organization.

What it is
A turnkey service that takes state-of-the-art open-weight transformers (Llama-3.1, Qwen-2.5, or Mixtral-8x22B) and retrains them exclusively on your corporate data, policies, and objectives. The result is a private LLM that lives in your own cloud or on-prem metal, delivers GPT-4-level quality, and never leaks sensitive information.

Architecture
• Data Layer: automated ingestion from Confluence, SharePoint, CRM, ERP, ticketing systems, PDF archives, and real-time API streams. Built-in PII redaction and differential privacy.
• Training Fabric: 1 024 A100/H100 GPUs in a dedicated tenancy, orchestrated by Slurm and Kubernetes. Supports LoRA, RLHF, DPO, and RAG fine-tuning.
• Governance Hub: role-based access, immutable audit trails, policy-as-code guardrails, and bias/ toxicity evals against your own risk matrix.
• Inference Engine: TensorRT-LLM + vLLM for <100 ms token latency at 10 k concurrent users. Horizontal autoscaling from 1 to 512 GPUs.
• Edge Extension: optional 7 B distilled model for offline laptops, ships with encrypted LoRA adapters that rehydrate on demand.

Workflow

1. Discovery: 2-week sprint to map use cases, data taxonomy, and success metrics.

2. Corpus Build: 99.7 % accurate data classification, token budgeting, and synthetic augmentation where data is scarce.

3. Pre-training Continuation: 100-300 B additional tokens using rotary positional embeddings and 32 k context windows.

4. Alignment: multi-stage RLHF with your experts as labelers; reward model tuned to your NPS, FCR, or revenue KPI.

5. Safety & Compliance: red-team adversarial prompts, SOC 2 Type II penetration tests, EU AI Act conformity.

6. Deployment: Helm charts or bare-metal installers; blue-green rollouts via Argo CD.

7. Continuous Learning: nightly incremental updates, drift detection, and rollback triggers.

Security & Sovereignty
All artifacts remain in your tenant. AES-256 at rest, TLS 1.3 in transit, hardware-rooted key management (TPM / SGX). Optional air-gapped clusters for classified environments.

Performance Benchmarks (real customer averages)
• 34 % higher accuracy on internal domain Q&A vs GPT-4 Turbo
• 3.2× faster ticket resolution in tier-1 support
• 41 % reduction in hallucinations on regulatory questions
• 99.9 % uptime SLA with sub-minute failover

Use-Case Modules (plug-and-play)

• Conversational BI: natural-language analytics dashboards

• Code Co-Pilot: repo-aware autocomplete and documentation

• Legal & Compliance: clause generation and red-flag detection

• Sales Enablement: hyper-personalized pitch decks and battlecards

• Manufacturing SOP: step-by-step troubleshooting assistant

Consumption Models
• License: perpetual model weights + source code escrow
• SaaS-like: GPU-hours with burst pricing
• Hybrid: edge cache + cloud burst for seasonal peaks

Support
Named enterprise architects, 24×7 SRE hotline, quarterly roadmap workshops, and on-site training for prompt engineers and risk officers.

In short, we transform generic AI into your most knowledgeable, secure, and compliant digital employee—without ever letting your data leave the building.