Sup AI

Overview

Sup AI orchestrates multiple AI models (ChatGPT, Claude, Gemini, Llama, DeepSeek) to deliver research-grade answers. It analyzes each query and routes it to the optimal model, then uses confidence scoring to verify responses. Every claim includes source citations, and you can upload documents that become permanent knowledge. Built for teams who need accurate information without hallucinations.

Key Features

Intelligent Model Orchestration: Automatically routes your query to the best AI model from ChatGPT, Claude, Gemini, Llama, and DeepSeek based on complexity and requirements.
Logprob Confidence Scoring: Analyzes response confidence in real-time and automatically retries low-confidence answers until only verified information makes it through.
Source Citations: Every claim includes inline citations you can click to verify, eliminating guesswork and hallucinations.
Multimodal RAG Memory: Upload images, PDFs, or documents that become permanent knowledge the AI references in future conversations.
Transparent Thinking Traces: See step-by-step reasoning trails in a graph-based interface showing exactly how the AI arrived at each answer.
Team Collaboration: Share workspaces, invite teammates, and organize research findings together in one place.
OpenAI-Compatible API: Drop in your API key with zero code changes using OpenAI-compatible endpoints.

Pros

Superior Accuracy: Achieves 52.15% accuracy on Humanity's Last Exam benchmark, 14+ points ahead of competing models.
Verifiable Information: All responses include source citations you can check, reducing hallucinations significantly.
Easy Integration: Developers can switch from OpenAI with one line of code change.
Document Understanding: Strong performance processing technical PDFs, spreadsheets, and complex documents with numbers.

Use Cases

Academic Research: Students and researchers can explore complex topics with verified citations, making it easy to trace every claim back to its source. Upload research papers and query them for literature reviews.
Technical Documentation Analysis: Developers upload API references and technical PDFs, then ask questions about implementation details. The AI remembers the entire document context and provides accurate answers with page references.
Team Knowledge Base: Startups and research groups create shared workspaces where uploaded documents become permanent team knowledge. Everyone gets consistent, cited answers from the same information pool.
Content Research: Writers and marketers research topics from multiple angles by tapping into different AI models simultaneously. Get diverse perspectives with source backing for every fact.
Learning New Skills: Ask for curated learning paths with courses, articles, and tutorials. The confidence scoring ensures recommended resources are relevant and high-quality.
Data Analysis: Upload spreadsheets and reports to get insights about numbers and trends. The platform excels at processing structured data and generating accurate summaries.

Frequently Asked Questions

What makes Sup AI different from ChatGPT or Claude?

Sup AI doesn't rely on a single model. It analyzes your question and routes it to the best AI (ChatGPT, Claude, Gemini, Llama, or DeepSeek) for that specific task. It then verifies the response using confidence scoring and provides source citations for every claim, reducing hallucinations significantly.

How does the confidence scoring work?

Sup AI analyzes logprobs (probability scores) in real-time as the AI generates responses. When it detects low-confidence sections, it automatically retries those parts. Only high-confidence chunks make it into your final answer, ensuring accuracy.

Can I upload my own documents?

Yes. You can upload images, PDFs, spreadsheets, and other documents. These become permanent knowledge in your workspace that the AI references when answering questions. This multimodal RAG memory means you never have to re-upload or remind the AI about your files.

How does team collaboration work?

You can create shared workspaces and invite teammates. Everyone in the workspace can access uploaded documents, view conversation history, and collaborate on research. It's designed for startups, research groups, and classrooms.

Can developers integrate Sup AI into their applications?

Yes. Sup AI offers OpenAI-compatible endpoints, so you can switch from OpenAI to Sup AI by changing one line of code. Your existing SDK calls work without modification.

What types of documents can I upload?

Sup AI handles images, PDFs, spreadsheets, and various document formats. It performs particularly well with technical documents, research papers, and data-heavy files with numbers and tables.

Does Sup AI show how it reaches conclusions?

Yes. The platform provides transparent thinking traces showing step-by-step reasoning in an easy-to-read graph interface. You can see exactly how the AI analyzed your question and arrived at its answer.