Reasoning Models Comparison: Current Magicdoor Choices
Last updated: October 7, 2026. A model's price, available tools and answer quality are different questions. Compare a representative problem before settling on a model. Full cost guide.
Current reasoning-capable models
| Model | Standard input / output per 1M tokens | Decision to test |
|---|---|---|
| GPT-6 Luna | $0.10 / $0.50 | Lower-rate OpenAI analytical pass |
| GLM-5.3 | $1.40 / $4.40 | Text-only analytical pass |
| GPT-6.1 Sol | $2.00 / $10.00 | Code-interpreter or difficult-work comparison |
| Claude Sonnet 5.5 | $2.00 / $10.00 | Writing and reasoning comparison |
| Claude Opus 5.5 | $4.00 / $20.00 | Subscriber-only second pass |
| Grok 4.7 | $2.00 / $6.00 below 200K input tokens; $4.00 / $12.00 at 200K+ | Compare on a large text question |
| Claude Haiku 5.5 | $0.10 / $0.50 | Claude search or multimodal trial |
These are base rates, not a quote for every request. Cache, context length and tool activity may affect the charge. Legacy Perplexity Reasoning and Deep Research picker options have been retired; do not price them as if they were available in this table.
Try a two-pass workflow
- Start with Luna for a lower-rate text pass, or Claude Haiku 5.5 when its Claude and PDF support fits your task.
- For code interpreter or an alternate analysis, try Sol; for a Claude comparison, try Sonnet or subscriber-only Opus.
- When current facts matter, use a supported search-enabled model and verify the cited primary sources. Never mistake a model-generated citation for proof.
- Review the result and the usage charge before deciding which model is worth using again on similar tasks.
FAQ
Which reasoning option should I try to keep standard token costs down?
GPT-6 Luna has $0.10 input and $0.50 output per million tokens. GLM-5.3 costs $1.40 and $4.40. Test an actual task and check cache, tools and long-context adjustments.
How can I research a question needing current web sources?
Try a current search-enabled chat model such as Claude Haiku 5.5 or GPT-6.1 Sol and verify citations against original sources. Retired Perplexity picker entries are not current model choices.
Which premium model should I compare on difficult work?
Try GPT-6.1 Sol and subscriber-only Claude Opus 5.5 on the same representative problem. Compare their answers and rates; there is no guaranteed universal winner.
Related Resources
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