New API vs ParallelGPT

Side-by-side comparison · Updated October 2026

 New APINew APIParallelGPTParallelGPT
DescriptionNew 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.ParallelGPT is a powerful AI tool providing batch processing and low-code workflow solutions. Users can bulk process tasks using ChatGPT through a spreadsheet interface with CSV/JSON import/export without querying one-by-one. It supports multiple AI models like OpenAI GPT-4, Claude 3, and Gemini. Designed for low-code environments, users can create and tweak AI workflows using ready-made templates, integrating their own logic with ease. Secure data management is ensured via storage on the user's Google Cloud project. The platform is free to start, offering extensive features like API creation and scheduled jobs.
CategoryDeveloper ToolsAutomation
RatingNo reviewsNo reviews
PricingOpen SourceFree
Starting PriceN/AFree
Plans—
  • Free Plan — Free
Use Cases
  • Development Teams
  • SaaS Companies
  • DevOps Engineers
  • Finance Teams
  • Developers
  • Data Scientists
  • Project Managers
  • Educators
Tags
AI gatewayLLM routingmodel managementrate limitingusage accounting
batch processinglow-code workflowbulk processChatGPTspreadsheet interface
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
Batch processing with ChatGPT
Low-code AI workflow creation
Supports multiple AI models (GPT-4, Claude 3, etc.)
Secure data management on Google Cloud
No-code to full coding extensibility
Ready-made templates for easy setup
One-click API creation and scheduling
Team collaboration with granular access control
Free to start
CSV/JSON import and export
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