
Vision model benchmarking engine
Runs object detection, labelling and bounding boxes across 9 vision models from 4 providers in parallel, scores each one for accuracy, completeness, hallucination and cost, and ranks them on a live leaderboard.
Result Best overall: GPT-5.4, 4.63 out of 5. Best value: Gemini 3.1 Flash-Lite (preview), 4.05 out of 5 at $0.0008 a run. A quality-versus-cost slider re-ranks the models instantly.
- OpenAI
- Gemini
- Claude
- Qwen via OpenRouter
- Python
- Streamlit




