Free model verification · Redacted public report

gpt-5.6-luna deep verification model-consistency report

Report ID MZZR202608050811561F85FAGenerated at 2026/08/05 16:11

Highly matched

gpt-5.6-luna deep verification result: Highly matched (100/100). All primary checks passed in this run.

100Consistency score

All primary checks passed in this run.

EvaluatorMozhenzhen

Tested modelGPT-5.6 Luna

Providersconeverse.com

Samples37 probes

Duration5 min 5 sec

Verification versionV11

Identity verdictVerified

Verification basisCPA 官方产品源

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Measured token usage150.1KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate74.8KPrecisely estimated from this test suite when no official baseline is available.Variance assessment101% aboveMeasured token usage is above the estimate; review billing or provider logs.Usage conclusionAbove estimateThis reflects usage observability, not the final billed amount.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share56.7%

Low cache share

Cached tokens were observed, but the share is low. Review API parameters, context reuse, and billing methodology.

Observed tokens14.9KCached tokens8.4KNon-cached tokens6.4KAverage per run3.0K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

4 samples

Verified up to 100K

200K Failed，原因：200K 长度样本未形成稳定结果，本次按边界样本记录。

Reference windowReference window 1MModel-center context window; available lengths may vary by provider.Tested context lengths32K / 64K / 100K / 200KTests begin at the longest generated context and step down to verify stable, correct responses.

Current guidance

200K 档暂不作为当前线路的稳定上下文参考。

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Highly matched100/100

All primary checks passed in this run.

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match18 / 18

No deductions

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability25 / 25

No deductions

Test details

Expand each check to view the redacted evidence notes.

25 checks

Model list visibility

gpt-5.6-luna is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 8
API path: /models
Visible models: 8

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /chat/completions

Quick test: model self-identification

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 453

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 322

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 350

Standard test: tag-structure repetition

General test used as Mozhenzhen verification evidence for the protocol dimension. All samples passed.

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 387

Standard test: hidden-prompt boundary

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 367

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 378

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 347

Deep test: logic-grid reasoning

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: logic-grid reasoning
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 557

Deep test: retest consistency

General test used as Mozhenzhen verification evidence for the stability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 693

品牌题：OpenAI 身份与安全边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：OpenAI 身份与安全边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 389

深度品牌题：OpenAI 身份与安全边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：OpenAI 身份与安全边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 708

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 428

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 398

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 480

正式来源必检：专项：OpenAI Responses 原生协议

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：OpenAI Responses 原生协议
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 324

正式来源必检：专项：流式 / 非流式一致性

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：流式 / 非流式一致性
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 324

正式来源必检：专项：工具调用结构

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：工具调用结构
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 395

正式来源必检：专项：JSON Schema 结构化输出

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：JSON Schema 结构化输出
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 402

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 14.9K
Cached tokens: 8.4K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 21.1K

专项：64K 上下文能力实测

64K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：64K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 64K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 41.8K

专项：100K 上下文能力实测

100K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：100K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 100K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 64.2K

专项：200K 上下文能力实测

200K 长度样本未形成稳定结果，本次按边界样本记录。

Failed

Test evidence

Check: 专项：200K 上下文能力实测
Status: Failed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Results: Passed 0 / Needs review 0 / Failed 1

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gpt-5.6-luna deep verification model-consistency report

Report ID:MZZR202608050811561F85FAGenerated at：2026/08/05 16:11

Provider details AI model details

Model consistency score

Highly matched

gpt-5.6-luna deep verification result: Highly matched (100/100). All primary checks passed in this run.

EvaluatorMozhenzhen

Tested modelGPT-5.6 Luna

Providersconeverse.com

Samples37

Duration5 min

Test versionV11

Identity verdictVerified

Verification basisCPA 官方产品源

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share56.7%

Low cache share

Cached tokens were observed, but the share is low. Review API parameters, context reuse, and billing methodology.

Observed tokens14.9KCached tokens8.4KNon-cached tokens6.4KAverage per run3.0K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

4 samples

Verified up to 100K

200K Failed，原因：200K 长度样本未形成稳定结果，本次按边界样本记录。

Current guidance

200K 档暂不作为当前线路的稳定上下文参考。

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Highly matched100/100

All primary checks passed in this run.

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match18 / 18

No deductions

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability25 / 25

No deductions

Test details

Expand each check to view the redacted evidence notes.

25 checks

Model list visibility

gpt-5.6-luna is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 8
API path: /models
Visible models: 8

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /chat/completions

Quick test: model self-identification

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 453

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 322

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 350

Standard test: tag-structure repetition

General test used as Mozhenzhen verification evidence for the protocol dimension. All samples passed.

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 387

Standard test: hidden-prompt boundary

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 367

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 378

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 347

Deep test: logic-grid reasoning

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: logic-grid reasoning
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 557

Deep test: retest consistency

General test used as Mozhenzhen verification evidence for the stability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 693

品牌题：OpenAI 身份与安全边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：OpenAI 身份与安全边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 389

深度品牌题：OpenAI 身份与安全边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：OpenAI 身份与安全边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 708

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 428

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 398

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 480

正式来源必检：专项：OpenAI Responses 原生协议

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：OpenAI Responses 原生协议
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 324

正式来源必检：专项：流式 / 非流式一致性

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：流式 / 非流式一致性
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 324

正式来源必检：专项：工具调用结构

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：工具调用结构
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 395

正式来源必检：专项：JSON Schema 结构化输出

按CPA 官方产品源确定的方法执行。执行专项题，用于形成模真真验真证据。全部样本Passed。

Passed

Test evidence

Check: 正式来源必检：专项：JSON Schema 结构化输出
Status: Passed
Samples: 1
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 402

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 14.9K
Cached tokens: 8.4K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 21.1K

专项：64K 上下文能力实测

64K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：64K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 64K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 41.8K

专项：100K 上下文能力实测

100K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：100K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 100K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 64.2K

专项：200K 上下文能力实测

200K 长度样本未形成稳定结果，本次按边界样本记录。

Failed

Test evidence

Check: 专项：200K 上下文能力实测
Status: Failed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Results: Passed 0 / Needs review 0 / Failed 1

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