Geniea vs New API
Side-by-side comparison · Updated October 2026
| Description | GENIEA Prompt Optimizer is designed specifically for enhancing midjourney prompts, enabling users to improve the quality of their visual content. The tool is equipped with various features that help in optimizing prompts for cinematic shots, food photography, and car photography. Users can start a conversation or try suggested examples to see the tool in action, and they also have options to engage with GENIEA through multiple channels including Twitter, Google, and Discord. Additionally, users can sign in with their email to receive a magic link for access. | New API is a self-hosted AI gateway and model-management project maintained in the QuantumNous repository. It brings provider channels, access tokens, model restrictions, usage statistics and cost accounting into one interface. Teams supply their own authorized model-provider access and operate the gateway in their chosen environment. The gateway supports several API formats, including OpenAI-compatible requests, Claude Messages and Google Gemini. Compatibility has boundaries: the README marks Gemini-to-OpenAI conversion as text-only without function calling, and OpenAI-compatible to Responses conversion as in development. Test the exact endpoints, streaming behavior and tool calls your application uses before switching traffic. Routing features include weighted channel selection, automatic retry after failures and user-level model rate limits. The dashboard supports request-based, usage-based and cache-hit cost accounting, with token grouping and model-access controls. These controls can help organize usage, but retries and a common API format do not guarantee uninterrupted service or identical behavior across providers. The current repository license is AGPLv3. Docker Compose is the recommended quick-start path in the README, which also documents Docker commands with SQLite or MySQL. Running the software still involves infrastructure, operations and upstream model charges. Review the current license, secure your deployment and validate accounting against provider bills. Compare LiteLLM if you also want a Python SDK or a documented gateway for MCP servers and agents. |
| Category | Prompt Guides | Developer Tools |
| Rating | No reviews | No reviews |
| Pricing | Pricing unavailable | Open Source |
| Starting Price | N/A | N/A |
| Use Cases |
|
|
| Tags | prompt optimizermidjourneyvisual contentcinematic shotsfood photography | AI gatewayLLM routingmodel managementrate limitingusage accounting |
| Features | ||
| Midjourney prompt optimization | ||
| Examples for cinematic shots | ||
| Examples for food photography | ||
| Examples for car photography | ||
| Multiple login options (Twitter, Google, Discord, email) | ||
| Magic link login | ||
| Social media integration | ||
| Start a conversation feature | ||
| Support for Stable Diffusion and Kaiber | ||
| Self-hosted AI gateway and model management | ||
| Provider channels, token groups and model restrictions | ||
| OpenAI-compatible, Claude Messages and Gemini format support | ||
| Documented limits on protocol conversion | ||
| Weighted channel selection and failure retries | ||
| User-level model rate limiting | ||
| Request, usage and cache-hit cost accounting | ||
| Docker Compose deployment documentation | ||
| View Geniea | View New API | |
Modify This Comparison
Also Compare
Explore more head-to-head comparisons with Geniea and New API.