Automorphic
Description
🖼️ Tool Name:
Automorphic
🔖 Tool Category:
AI model tuning and hardening platform; it falls under the category of developer tools for fine-tuning, customizing, and securing large language models (LLMs).
✏️ What does this tool offer?
Automorphic empowers developers to fine-tune LLMs with just a handful of examples, stack adapters, and integrate reinforcement learning from human feedback (RLHF). It includes “Aegis,” a built-in LLM firewall that protects against prompt injections and sensitive data leaks. It offers OpenAI-compatible endpoints, adapter management, and structured output enforcement via its open-source TREX framework — all designed for rapid, secure, and production-ready LLM deployment.
⭐ What does the tool actually deliver based on user experience?
• Supports low-effort fine-tuning using as few as 10 examples
• Easily swap from OpenAI to Automorphic via one-line endpoint change
• Adapter stacking enables fast, modular updates to model behavior
• Integrated security (Aegis) prevents prompt injection and PII exposure
• Automorphic Hub for publishing, sharing, and managing fine-tuned models
• Strong developer experience with Python SDK and visual dashboard
• Users report fast iteration cycles and production-grade outputs
🤖 Does it include automation?
Yes — Automorphic automates several core processes:
• Fine-tuning via adapters and automated stacking
• Continuous improvement using RLHF pipelines
• Real-time LLM protection via the Aegis firewall
• API wrapping and model deployment with minimal manual configuration
💰 Pricing Model:
Freemium (with enterprise upgrades)
🆓 Free Plan Details:
• Fine-tune and deploy up to 3 models for free
• Includes access to:
Adapter stacking
Aegis firewall
Automorphic Hub
• API key provided at signup
• No credit card required
💳 Paid Plan Details:
• Enterprise plans available upon request
• Custom pricing based on usage, model volume, and security needs
🧭 Access Method:
• Web dashboard + API access
• Python SDK (pip install trex / aegis)
• OpenAI-compatible API endpoints for easy integration
• Supports model publishing to private/public Automorphic Hub
🔗 Experience Link:
• Official website: https://automorphic.ai
• Docs: https://automorphic.ai/docs/introduction
• GitHub (TREX/Aegis): https://github.com/automorphic-ai