New API vs ValidatorAI
Side-by-side comparison · Updated October 2026
| Description | 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. | Validator AI is an innovative platform designed to help aspiring entrepreneurs validate and launch their startup ideas. With a suite of AI-driven tools, the platform provides real-time analysis, customized startup roadmaps, and continuous mentorship through its AI instructor, Val. Users can access business analysis reports, receive educational content, and get actionable feedback to turn their ideas into market-ready products. The service offers both free and paid subscription plans, granting various levels of access to these resources. |
| Category | Developer Tools | AI Assistant |
| Rating | No reviews | No reviews |
| Pricing | Open Source | Freemium |
| Starting Price | N/A | $25/mo |
| Plans | — |
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| Tags | AI gatewayLLM routingmodel managementrate limitingusage accounting | startup validationmentorshipAI instructorbusiness analysismarket-ready products |
| Features | ||
| 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 | ||
| AI-driven mentorship | ||
| Customizable startup roadmaps | ||
| Real-time business analysis | ||
| Market validation tools | ||
| Educational content on startup fundamentals | ||
| Weekly entrepreneurship tips | ||
| Access to business analysis reports | ||
| AI-generated deliverables | ||
| Subscription-based access | ||
| Proven startup curriculum | ||
| View New API | View ValidatorAI | |
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