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sunbryeCopilot
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Document GPT-5.6 models: comparison task sections, model cards, and cache write pricing (#62573)
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> Copilot-Session: 3d652994-a326-4b43-a774-a276c9b8470d
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content/copilot/reference/ai-models/model-comparison.md

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@@ -39,6 +39,7 @@ Use these models for common development tasks that require a balance of quality,
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|---------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------|
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| {% data variables.copilot.copilot_gpt_53_codex %} | Delivers higher-quality code on complex engineering tasks like features, tests, debugging, refactors, and reviews without lengthy instructions. |
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| {% data variables.copilot.copilot_gpt_5_mini %} | Reliable default for most coding and writing tasks. Fast, accurate, and works well across languages and frameworks. |
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| {% data variables.copilot.copilot_gpt_56_terra %} | Balanced all-round choice for everyday interactive and agentic coding. |
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| {% data variables.copilot.copilot_raptor_mini %} | Specialized for fast, accurate inline suggestions and explanations. |
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| {% data variables.copilot.copilot_mai_code_1_flash %} | Strong instruction-following and adaptive reasoning make it a reliable default for everyday coding tasks, writing, and multi-turn development workflows. |
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| Model | Why it's a good fit |
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|-------------------------------------------------------|------------------------------------------------------------------------------------------------------------|
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| {% data variables.copilot.copilot_gpt_56_luna %} | Lightweight, cost-efficient option for smaller, faster tasks. The lowest-cost model in the GPT-5.6 family. |
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| {% data variables.copilot.copilot_claude_haiku_45 %} | Balances fast responses with quality output. Ideal for small tasks and lightweight code explanations. |
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| {% data variables.copilot.copilot_mai_code_1_flash %} | Handles quick coding tasks with adaptive efficiency, stays concise for simple requests and delivers fast, accurate responses without unnecessary depth. |
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|-------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------|
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| {% data variables.copilot.copilot_gpt_5_mini %} | Delivers deep reasoning and debugging with faster responses and lower resource usage than GPT-5. Ideal for interactive sessions and step-by-step code analysis. |
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| {% data variables.copilot.copilot_gpt_55 %} | Great at complex reasoning, code analysis, and technical decision-making. |
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| {% data variables.copilot.copilot_gpt_56_sol %} | The highest reasoning ceiling in the GPT-5.6 family. Best for complex reasoning over large codebases and demanding, long-running agentic work. |
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| {% data variables.copilot.copilot_claude_sonnet_46 %} | Improves on Sonnet 4.5 with more reliable completions and smarter reasoning under pressure. |
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| {% data variables.copilot.copilot_claude_opus_47 %} | Anthropic’s most powerful model. Improves on {% data variables.copilot.copilot_claude_opus_46 %}. |
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| {% data variables.copilot.copilot_gemini_31_pro %} | Advanced reasoning across long contexts and scientific or technical analysis. |

content/copilot/reference/copilot-billing/models-and-pricing.md

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{% data reusables.copilot.extended-context-pricing %}
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| Model | Release status | Category | Tier | Threshold (input tokens) | Input | Cached input | Output |
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| --- | --- | --- | --- | --- | ---: | ---: | ---: |
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{% data variables.copilot.copilot_gpt_56_sol %}, {% data variables.copilot.copilot_gpt_56_terra %}, and {% data variables.copilot.copilot_gpt_56_luna %} include a cache write cost in addition to cached input. Earlier OpenAI models have no cache write cost.
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| Model | Release status | Category | Tier | Threshold (input tokens) | Input | Cached input | Cache write | Output |
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| --- | --- | --- | --- | --- | ---: | ---: | ---: | ---: |
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| {% for entry in tables.copilot.models-and-pricing %}{% if entry.provider == "openai" %} |
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| {{ entry.model }} | {{ entry.release_status }} | {{ entry.category }} | {{ entry.tier }} | {{ entry.threshold }} | {{ entry.input }} | {{ entry.cached_input }} | {{ entry.output }} |
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| {{ entry.model }} | {{ entry.release_status }} | {{ entry.category }} | {{ entry.tier }} | {{ entry.threshold }} | {{ entry.input }} | {{ entry.cached_input }} | {{ entry.cache_write }} | {{ entry.output }} |
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| {% endif %}{% endfor %} |
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### Anthropic

data/tables/copilot/model-comparison.yml

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- name: GPT-5.6 Luna
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task_area: Fast help with simple or repetitive tasks
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excels_at: Quick, cost-efficient responses for smaller, faster coding tasks
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further_reading: 'Not available'
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further_reading: '[GPT-5.6 model card](https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdf)'
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- name: GPT-5.6 Sol
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task_area: Deep reasoning and debugging
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excels_at: Complex reasoning over large codebases and long-running agentic work
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further_reading: 'Not available'
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further_reading: '[GPT-5.6 model card](https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdf)'
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- name: GPT-5.6 Terra
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task_area: General-purpose coding and agent tasks
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excels_at: Balanced everyday interactive and agentic coding
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further_reading: 'Not available'
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further_reading: '[GPT-5.6 model card](https://deploymentsafety.openai.com/gpt-5-6/gpt-5-6.pdf)'
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# Anthropic
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- name: Claude Fable 5

data/tables/copilot/models-and-pricing.yml

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# - output: Output token price per 1M tokens.
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# - threshold: Input token threshold for pricing tier (OpenAI and Google only).
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# - tier: Pricing tier label (OpenAI and Google only).
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# - cache_write: Cache write price per 1M tokens (Anthropic only).
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# - cache_write: Cache write price per 1M tokens. Applies to Anthropic models and
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# to GPT-5.6 and later OpenAI model families. Use "Not applicable" for models
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# that have no cache write cost.
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# - notes: Optional notes about the model.
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# OpenAI
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input: $0.25
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cached_input: $0.025
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output: $2.00
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cache_write: Not applicable
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- model: GPT-5.3-Codex
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provider: openai
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input: $1.75
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cached_input: $0.175
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output: $14.00
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cache_write: Not applicable
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- model: 'GPT-5.4'
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provider: openai
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input: $2.50
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cached_input: $0.25
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output: $15.00
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cache_write: Not applicable
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- model: GPT-5.4
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input: $5.00
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cached_input: $0.50
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output: $22.50
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cache_write: Not applicable
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- model: GPT-5.4 mini
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provider: openai
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input: $0.75
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cached_input: $0.075
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output: $4.50
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cache_write: Not applicable
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- model: GPT-5.4 nano
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provider: openai
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cached_input: $0.02
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cache_write: Not applicable
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- model: GPT-5.5
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cached_input: $0.50
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output: $30.00
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cache_write: Not applicable
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- model: GPT-5.5
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input: $10.00
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cached_input: $1.00
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output: $45.00
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cache_write: Not applicable
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- model: GPT-5.6 Luna
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input: $0.20
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cached_input: $0.02
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output: $1.20
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cache_write: $0.25
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- model: GPT-5.6 Luna
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input: $0.40
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cache_write: $0.50
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- model: GPT-5.6 Sol
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input: $5.00
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cached_input: $0.50
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cache_write: $6.25
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- model: GPT-5.6 Sol
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cache_write: $12.50
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- model: GPT-5.6 Terra
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cache_write: $2.50
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- model: GPT-5.6 Terra
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cache_write: $5.00
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# Anthropic
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- model: Claude Haiku 4.5

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