Free model verification · Redacted public report

gpt-5.6-luna standard verification model-consistency report

Report ID MZZR20260811130407B28865Generated at 2026/08/11 21:04

Matched

gpt-5.6-luna 本次模型一致性标准验真结果：Matched（86/100）。主要扣分项：网关暂不可用；存在Failed证据项。

86Consistency score

主要扣分项：网关暂不可用；存在Failed证据项。

EvaluatorMozhenzhen

Tested modelGPT-5.6 Luna

Providersapikey

Samples24 probes

Duration2 min 42 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 usage80.0KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate53.7KPrecisely estimated from this test suite when no official baseline is available.Variance assessment49% 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 share41.4%

Low cache share

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

Observed tokens35.3KCached tokens14.6KNon-cached tokens20.7KAverage per run7.1K

Token usage recordReturnedCache fieldObservedResultNormal

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

Model authenticity score

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

Scoring breakdown

Matched86/100

主要扣分项：网关暂不可用；存在Failed证据项。

Callability and model visibility15 / 15

No deductions

Protocol and response structure11 / 15

网关暂不可用（正式来源必检：专项：工具调用结构） -4

Identity and model match20 / 20

No deductions

能力题表现20 / 20

No deductions

Usage and billing consistency15 / 15

No deductions

稳定性与复测表现5 / 15

网关暂不可用（正式来源必检：专项：工具调用结构） -8存在Failed证据项 -2

Test details

Expand each check to view the redacted evidence notes.

16 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: 6
API path: /v1/models
Visible models: 6

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: /v1/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: 193

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: 4.4K
Cached tokens: 3.8K

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: 4.4K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.4K
Cached tokens: 3.8K

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: 4.5K

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: 132

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: 4.5K

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: 4.4K
Cached tokens: 3.8K

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。存在样本未完全Passed。

Failed

Test evidence

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

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。前序检测已确认网关暂不可用，为避免继续制造无效请求，本项已跳过。

Skipped

Test evidence

Check: 正式来源必检：专项：JSON Schema 结构化输出
Status: Skipped
Samples: 0
跳过原因：service_failure_circuit_breaker

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: 35.3K
Cached tokens: 14.6K

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gpt-5.6-luna standard verification model-consistency report

Report ID:MZZR20260811130407B28865Generated at：2026/08/11 21:04

Provider details AI model details

Model consistency score

Matched

gpt-5.6-luna 本次模型一致性标准验真结果：Matched（86/100）。主要扣分项：网关暂不可用；存在Failed证据项。

EvaluatorMozhenzhen

Tested modelGPT-5.6 Luna

Providersapikey

Samples24

Duration3 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 share41.4%

Low cache share

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

Observed tokens35.3KCached tokens14.6KNon-cached tokens20.7KAverage per run7.1K

Token usage recordReturnedCache fieldObservedResultNormal

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

Model authenticity score

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

Scoring breakdown

Matched86/100

主要扣分项：网关暂不可用；存在Failed证据项。

Callability and model visibility15 / 15

No deductions

Protocol and response structure11 / 15

网关暂不可用（正式来源必检：专项：工具调用结构） -4

Identity and model match20 / 20

No deductions

能力题表现20 / 20

No deductions

Usage and billing consistency15 / 15

No deductions

稳定性与复测表现5 / 15

网关暂不可用（正式来源必检：专项：工具调用结构） -8存在Failed证据项 -2

Test details

Expand each check to view the redacted evidence notes.

16 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: 6
API path: /v1/models
Visible models: 6

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: /v1/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: 193

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: 4.4K
Cached tokens: 3.8K

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: 4.4K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.5K
Cached tokens: 3.8K

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: 4.4K
Cached tokens: 3.8K

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: 4.5K

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: 132

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: 4.5K

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: 4.4K
Cached tokens: 3.8K

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。存在样本未完全Passed。

Failed

Test evidence

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

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。前序检测已确认网关暂不可用，为避免继续制造无效请求，本项已跳过。

Skipped

Test evidence

Check: 正式来源必检：专项：JSON Schema 结构化输出
Status: Skipped
Samples: 0
跳过原因：service_failure_circuit_breaker

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: 35.3K
Cached tokens: 14.6K

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