What's included

• Custom-Tuned LLM Model

  • A domain-adapted model (GPT-4, Llama 3, etc.) fine-tuned on your proprietary data. • Full version control & experiment logs (hyper-params, training metrics). • Model card documenting capabilities, limits, and ethical safeguards.

• Secure API & SDK

  • REST/GraphQL endpoints with OAuth/JWT auth. • Lightweight SDKs in Python/JS for instant integration. • OpenAPI/Swagger docs and Postman collection.

• Prompt & Use-Case Library

  • Curated prompt templates for tasks like summarisation, Q&A, extraction, and chatbots. • Guideline on prompt engineering best practices (temperature, system msgs, few-shot examples).

• Deployment Package

  • Production-ready Docker image. • CI/CD pipeline (GitHub Actions/GitLab CI) for one-click rollouts & rollbacks. • Infra-as-code scripts (Terraform/CloudFormation) for scalable GPU/CPU clusters.

• Monitoring & Retraining Playbook

  • Grafana/Prometheus dashboards for latency, cost, and accuracy tracking. • Drift-detection hooks and alert rules. • Step-by-step guide to periodic data refresh and incremental fine-tuning.