Custom Financial AI Models

Train financial models on proprietary data for risk analysis, compliance, and trading. Domain-specific fine-tuning that understands financial instruments, regulations, and market dynamics.

Financial Services Challenges

Regulatory compliance (SEC, FCA, MAS)

Model explainability for regulators

Real-time fraud detection at scale

Data sovereignty across jurisdictions

Legacy system integration

How Custom Model Training & Distillation Solves Financial Services Challenges

Training domain models on curated corpora, applying NeMo and LoRA distillation, and wiring evaluation harnesses so accuracy stays high while latency and spend drop.

Domain-Specific Fine-Tuning

Train foundation models on your curated corpora for superior performance on specialized tasks.

Model Distillation

Compress large models into efficient variants using NeMo microservices and LoRA techniques.

Evaluation Harnesses

Automated testing frameworks measuring accuracy, latency, toxicity, and task-specific metrics.

Red Team Testing

Adversarial testing, jailbreak detection, and safety validation before production deployment.

Use Cases

  • Risk models trained on institutional trading data
  • Compliance models fine-tuned on regulatory documents
  • Credit scoring models from proprietary lending data
  • Financial document models for SEC filings and reports
  • Market analysis models trained on alternative data

Key Benefits

Superior accuracy on financial terminology and logic

Models trained on your proprietary data and expertise

Reduced inference costs for high-volume trading workloads

Explainable outputs for regulatory requirements

Continuous improvement from production feedback

Technology Stack

NVIDIA NeMo MicroservicesHugging Face TransformersLoRA & QLoRADeepSpeed & MegatronRAG Evaluation HarnessesPromptFlow & TruLensWeights & Biases

Ready to Deploy Custom Model Training & Distillation for Financial Services?

Let's discuss how our custom model training & distillation capabilities can address your financial services challenges.

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