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Sup AI

Sup AI is a multi-model orchestration AI platform that delivers research-grade accuracy with real-time logprob confidence scoring, source citations, and multimodal RAG. It leads Humanity’s Last Exam benchmark by over 14 percentage points.

Introduction

What is Sup AI?

Sup AI is a multi-model AI orchestration platform that combines frontier AI models (OpenAI, Anthropic, Google, DeepSeek, MoonshotAI, Alibaba, etc.) into a single intelligent system designed to maximize accuracy and minimize hallucinations.

It claims state-of-the-art performance on Humanity’s Last Exam (HLE) — one of the most difficult AI benchmarks — achieving 52.15% accuracy, leading the next best model by 14+ percentage points.

Sup AI focuses on:

  • Research-grade reliability
  • Real-time confidence verification
  • Source-backed answers
  • Persistent memory with multimodal RAG
  • OpenAI-compatible API access

Key Features

1. Multi-Model Orchestration
  • Routes queries to the best frontier models
  • Combines outputs intelligently
  • Leverages ensemble performance beyond any single model
2. Logprob Confidence Scoring
  • Real-time analysis of model token probabilities
  • Automatically retries low-confidence responses
  • Only high-confidence answer segments are delivered
  • Surfaces uncertainties instead of hiding them
3. Always Cited
  • Inline, clickable citations
  • Every claim backed by verifiable sources
4. Perfect Memory (Multimodal RAG)
  • Upload PDFs, images, documents
  • Content becomes permanent knowledge
  • AI remembers everything across sessions
5. Intelligent Model Selection
  • Automatically selects optimal models based on:

    • Task complexity
    • Domain
    • Speed requirements
6. Extended Thinking
  • Transparent reasoning traces
  • Step-by-step problem solving
7. Secure Collaboration
  • Shared chat projects
  • Real-time collaborative editing
  • Data-leak prevention mechanisms
8. Image Generation & Editing
  • Native multimodal integration
  • Images embedded directly in conversation context
9. Developer API
  • Single endpoint
  • OpenAI-compatible
  • Drop-in replacement for OpenAI SDK
  • Usage analytics, request logs, spend tracking
  • Pay-as-you-go pricing

Supported Models (Ecosystem)

Sup AI orchestrates models from:

  • OpenAI (GPT-5 Pro, GPT-5, GPT-5 Mini)
  • Anthropic (Claude Opus 4.5, Claude Sonnet 4.5)
  • Google (Gemini 3 Pro, Gemini 3 Pro Image)
  • MoonshotAI (Kimi K2 Thinking Turbo)
  • DeepSeek (DeepSeek V3.2 Experimental)
  • Alibaba (Qwen3 Max)

Benchmark & Accuracy Claims

  • 52.15% accuracy on Humanity’s Last Exam (HLE)
  • +14.63% lead vs next best model
  • Tested on 1,369 random HLE questions
  • Results reproducible with full traces on GitHub
  • Evaluation conducted Dec 2025
  • Includes enhanced settings (web search, retries, custom instructions)

Use Cases

1. Research & Academia
  • Literature reviews
  • Source-backed analysis
  • Complex domain reasoning
2. Enterprise Knowledge Systems
  • Persistent document memory
  • Internal knowledge base augmentation
  • Secure team collaboration
3. Developers & AI Builders
  • API access to orchestrated ensemble intelligence
  • OpenAI-compatible integration
  • High-accuracy mission-critical workflows
  • Zero-tolerance hallucination workflows
  • Traceable sources
  • Confidence scoring
5. Data Analysis & Code Execution
  • Built-in code execution across:

    • Python
    • Bash
    • C++
    • C
    • R
    • JavaScript
    • TypeScript
    • Java
    • ~10+ more languages

Pricing Overview

Free Credits
  • $5 free (one-time)
  • Credit card verification required
  • Full feature access
  • Plus: $30/month ($37.50 credits)
  • Pro: $100/month ($125 credits)
  • Super: $200/month ($250 credits)
  • Monthly credits roll over

Information

  • Websitesup.ai
  • Published date2026/02/03

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