Coming soon ohara AI Factory API Middleware

Prompt Flux

„Shape better prompts."

An intelligent middleware layer between your application and any LLM — automatically improves prompts before they reach the model and enforces configurable guardrails.

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How it works

Prompt Flux sits transparently between your app and the LLM — no code changes required in your application.

Your app

Raw prompt

Prompt Flux

Optimized + Guardrails

Any LLM

Better output

Automatic Prompt Optimization

Prompt Flux analyzes and improves prompts in real-time — model-specifically adapted, without any manual tuning. More consistent results, less token waste.

Configurable Guardrails

Define rules for content filtering, safety, and compliance — executed by self-hosted LLMs in your own infrastructure. Full control, zero vendor dependency.

OpenAI-compatible API

Drop-in middleware: just swap your base URL — no code changes in your application. Controllable via API parameters per request.

Multi-Model Support

Optimizes prompts for the specific model in use — GPT, Claude, Mistral, Llama, and more. Combinable with Model Prism for complete LLM management.

In development

Stay in the loop

Prompt Flux is part of the ohara AI Factory. Follow us on GitHub for early access and updates.

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