The Forge: Model Training Optimization

ENGINEER YOUR
SOVEREIGN INTELLIGENCE.

Stop renting your brain on public APIs. We architect, fine-tune, and deploy owned AI agents on your infrastructure. Your data. Your weights. Your moat.

GDPR Compliant
SOC2 Ready
ISO 27001

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The 2026 Execution Gap: 0% of enterprises have chat interfaces; fewer than 0% have measurable ROI.

The difference is ownership. Generic models are for tourists. Fine-tuned sovereign models are for industry leaders. We turn the 'AI Paradox' into EBIT expansion.

The Bento Box: Full-Stack Sovereignty

A complete toolchain for enterprises that refuse to be tenants in someone else's intelligence factory.

Custom Fine-Tuning

QLoRA and PEFT adapters to imprint brand DNA into Llama 4 or Mistral architectures.

RAG Infrastructure

High-dimensional vector pipelines. Grounding responses in your proprietary truth.

Agentic Workflows

Autonomous ReAct agents capable of multi-step planning and tool execution.

Edge Optimization

4-bit quantization for running powerful models on local, cost-controlled hardware.

MLOps & Governance

CI/CD for AI. Drift detection, PII redaction, and continuous evaluation loops.

Legacy Integration

Bridging neural networks with SQL databases and ERPs (SAP/Oracle) seamlessly.

The Competitive Edge

0101

SOVEREIGNTY

No data leakage. No API dependency. You own the model weights, ensuring your IP remains an asset, not a rental.

0202

ECONOMICS

Slash inference costs by 90%. Specialized 7B parameter models outperform rented 700B generalists at a fraction of the compute cost.

0303

PRECISION

Eliminate hallucination. By training on your corpus, we reduce error rates from the industry standard 15% to <1%.

0404

LATENCY

Real-time inference. Optimized for <200ms response times, enabling fluid voice and agentic interactions.

The Lifecycle Flow

ASSESSMENT

(The Ore)

Audit of unstructured data (PDFs, Logs). Feasibility study and architecture selection (Transformer vs. MoE).

TRANSITION

(The Forge)

Supervised Fine-Tuning (SFT) on NVIDIA H100 clusters. Imprinting domain expertise into the model.

MONITORING

(The Guard)

Deployment to VPC. Real-time evaluation of token usage, latency, and drift.

OPTIMIZATION

(The Polish)

RLHF (Reinforcement Learning) loops. The model gets smarter and more aligned with every interaction.

The Fork in the Road

The Disruptor (Startups/SMEs)

BUILD IP,
NOT WRAPPERS.

For founders who need to show VCs a technical moat. Move fast, deploy cheap, own the intelligence.

The Incumbent (Enterprise)

INTELLIGENCE
WITH GUARDRAILS.

For CTOs navigating compliance (SOC2/GDPR). Secure integration with legacy stacks and zero-trust environments.

Proudly Building On:

NVIDIA
Meta Llama 4
Mistral AI
LangChain
Pinecone
Hugging Face

The Shield (FAQ)

Specialization beats generalization. A fine-tuned model knows your business, costs less to run, and doesn't share your data. It's the difference between a generic encyclopedia and a specialized PhD.
We use RAG (Retrieval-Augmented Generation). The model is forced to cite sources from your internal documents before answering, grounding every response in your proprietary truth.
Yes. We deploy into your Virtual Private Cloud (VPC) or air-gapped servers. We have a Zero-Retention policy for inference—your data never leaves your infrastructure.
We can achieve significant behavioral changes with as few as 500 high-quality example pairs. Quality matters far more than quantity for SFT (Supervised Fine-Tuning).
A typical "Smithy" cycle—from data audit to live agent—takes 4 to 8 weeks, depending on data readiness and integration complexity.
Deployment Ready

READY TO FORGE?

Your infrastructure is waiting. Your data is ready. Stop renting intelligence and start owning it.