Automorphic for Web

Product summary

Automorphic is a browser-based platform built to strengthen language models by injecting targeted knowledge and offering tools for continuous improvement. It moves beyond bulky prompt-based workarounds, enabling more efficient, lasting updates to model behavior with a smaller set of examples.

Conduit — targeted knowledge injection

Conduit is the core mechanism for seeding models with domain information. It lets you embed new knowledge with very few examples, reducing the need for long, repetitive prompts and lowering the risk of conflicting instructions.

Training modes and continuous improvement

Automorphic supports several paths for adapting models and shrinking development cycles:

• Incorporate human corrections and labeled examples to steadily refine outputs.
• Use lightweight adapter training that updates model behavior quickly without full retraining.
• Apply classic fine-tuning when deeper, lasting model changes are required.

These options make it possible to iterate rapidly and push updates into production more frequently.

Shared model repository

The platform includes a community repository where creators can publish models and configurations enhanced using Automorphic’s toolset. This hub lets teams discover and reuse work that others have already validated.

TREX — convert unstructured inputs to structured outputs

TREX is the data-transformation component that turns messy text into organized formats such as JSON, XML, or other structured schemas. It’s designed as a flexible alternative to rigid ETL tools when you need structured data from natural language sources.

Aegis — adversarial protection and privacy controls

Aegis delivers security safeguards for deployed models, monitoring and hardening them against adversarial inputs and abuse. It also includes measures to help protect user data while the system continues to learn and adapt.

Suggested paid alternative

• VizGPT (by CorpusX) — a commercial offering that can serve as an alternative for teams seeking a paid, off-the-shelf solution.