LLM Comparison
GPT-5.4 Pro vs Spotlight
Side-by-side specs, pricing & capabilities
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2/6 modelsSame tier:
| Organization | ||
| OpenTools Score | ||
| Family | GPT | Spotlight |
| Status | Current | Current |
| Release Date | Mar 2026 | May 2025 |
| Context Window | 1.1M tokens | 131K tokens |
| Input Price | $30.00/M tokens | $0.18/M tokens |
| Output Price | $180.00/M tokens | $0.18/M tokens |
| Pricing Notes | OpenAI's GPT-5.4 Pro model page lists $30 input and $180 output per 1M tokens. Prompts over 272K input tokens cost 2x input and 1.5x output for the full session (standard, batch and flex). Regional processing adds 10%. | — |
| Capabilities | textvisioncode | textvisioncode |
| Training Cutoff | Aug 31, 2025 | — |
| Max Output | 128K tokens | 66K tokens |
| API Identifier | openai/gpt-5.4-pro | arcee-ai/spotlight |
| View GPT-5.4 Pro | View Spotlight |
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| Model | Input | Output | Total / mo | vs Best |
|---|---|---|---|---|
| SpotlightCheapest | $0.18 | $0.09 | $0.27 | — |
| GPT-5.4 Pro | $30.00 | $90.00 | $120.00 | +44344% |
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Compare two exact setups, including different configurations of the same model. Hardware fit, measured speed and costs are separate decisions.
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OpenAI
GPT-5.4 Pro
GPT-5.4 Pro is a multimodal llm from OpenAI. Supports up to 1,050,000 token context window. Available from $30.00/M input tokens.
Arcee AI
Spotlight
Spotlight is a multimodal llm from Arcee AI. Supports up to 131,072 token context window. Available from $0.18/M input tokens.
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