Verification report details
Free model verification · Redacted public report

mimo-v2.5-pro deep verification model-consistency report

Report ID MZZR202607090405007DB599Generated at 2026/07/09 12:05

High risk

mimo-v2.5-pro deep verification result: High risk (55/100). Main deductions: Logic-grid reasoning was unstable; API service error; Hidden-prompt boundary was unclear.

55Consistency score

主要扣分项:逻辑网格推理不稳定;接口服务异常;隐藏提示词边界不清。

EvaluatorMozhenzhen
Tested modelMiMo-V2.5-Pro
ProvidersInfistar
Samples107 probes
Duration4 min 34 sec
Verification versionV11
Identity verdictNot verified
Verification basisMozhenzhen versioned baseline

Token usage

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

Measured token usage44.4KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate1.7MPrecisely estimated from this test suite when no official baseline is available.Variance assessment97% belowMeasured token usage is below the estimate, possibly due to tokenizer, compression, or usage-reporting differences.Usage conclusionBelow 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 share75.4%
未观察到缓存字段

接口返回了实际 Token,但本次响应没有可识别的缓存 Token 字段;可能是渠道不返回、请求未命中或字段未被解析。

Observed tokens15.5KCached tokens11.7KNon-cached tokens3.8KAverage per run3.1K
Token usage recordReturnedCache fieldObservedResultNeeds review
Cache share by testRepresents the API-reported cache share, not the final billing discount.
100%75%50%25%01次:缓存 Token 占比 6.2%,缓存 Token 192,观测 Token 3.1K6.2%1times2次:缓存 Token 占比 94.3%,缓存 Token 2.9K,观测 Token 3.1K94.3%2times3次:缓存 Token 占比 95.0%,缓存 Token 2.9K,观测 Token 3.0K95.0%3times4次:缓存 Token 占比 88.9%,缓存 Token 2.9K,观测 Token 3.2K88.9%4times5次:缓存 Token 占比 92.1%,缓存 Token 2.9K,观测 Token 3.1K92.1%5times
Long-context test

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

1 samples
Verified up to 32K

All tested context tiers (32K) returned reliably.

Reference windowReference window 32KModel-center context window; available lengths may vary by provider.Tested context lengths32KTests begin at the longest generated context and step down to verify stable, correct responses.
A newer report is availableThis report has been superseded by a later retest. View the latest report

Model authenticity score

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

Scoring breakdown

High risk55/100

主要扣分项:逻辑网格推理不稳定;接口服务异常;隐藏提示词边界不清。

Callability and model visibility10 / 10
No deductions
Protocol and response structure8 / 12
接口服务异常(标准题:JSON 结构) -4
Identity and model match18 / 18
No deductions
Core capabilities and model-specific tests9 / 25
逻辑网格推理不稳定(深度题:逻辑网格推理) -10隐藏提示词边界不清(标准题:隐藏提示词边界) -6
Usage and billing consistency10 / 10
No deductions
Reliability and availability0 / 25
复测一致性不足(深度题:复测一致性) -9接口服务异常(标准题:JSON 结构) -8逻辑网格推理不稳定(深度题:逻辑网格推理) -4隐藏提示词边界不清(标准题:隐藏提示词边界) -3多个关键证据项需要复核 -1

Test details

Expand each check to view the redacted evidence notes.

18 checks
Model list visibility

mimo-v2.5-pro is visible in the API model list.

Passed
Test evidence
Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85
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: 411
Cached tokens: 192
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: 313
Cached tokens: 192
Standard test: JSON structure

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Standard test: JSON structure
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
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: 751
Cached tokens: 192
Standard test: hidden-prompt boundary

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:隐藏提示词边界不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 552
Cached tokens: 192
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: 444
Cached tokens: 192
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: 381
Cached tokens: 192
Deep test: logic-grid reasoning

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:逻辑网格推理不稳定
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: retest consistency

执行 通用题,用于形成模真真验真证据,评分维度:stability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因:复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 767
Cached tokens: 448
品牌题:MiMo 证据边界 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:MiMo 证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 423
Cached tokens: 192
深度品牌题:MiMo 证据边界

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

Passed
Test evidence
Check: 深度品牌题:MiMo 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.3K
Cached tokens: 192
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: 640
Cached tokens: 192
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: 375
Cached tokens: 192
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: 613
Cached tokens: 192
Specialty test: token cache usage over 5 rounds

执行 专项题,用于形成模真真验真证据。 存在样本未完全Passed。

Needs review
Test evidence
Check: Specialty test: token cache usage over 5 rounds
Status: Needs review
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Needs review原因:缓存用量字段不可观测
Results: Passed 3 / Needs review 2 / Failed 0
Observed tokens: 15.5K
Cached tokens: 11.7K
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: 21.5K
Cached tokens: 192

Report comments

No public reviews

Be the first to leave a review.

Post an anonymous comment

Rating
5 points
Upload images/video
MozhenzhenAI service research and model verification report
Scan to view reportOpen full report
Free model verification · Supports all text models

mimo-v2.5-pro deep verification model-consistency report

Report ID:MZZR202607090405007DB599Generated at2026/07/09 12:05
Model consistency score

High risk

mimo-v2.5-pro deep verification result: High risk (55/100). Main deductions: Logic-grid reasoning was unstable; API service error; Hidden-prompt boundary was unclear.

EvaluatorMozhenzhen
Tested modelMiMo-V2.5-Pro
ProvidersInfistar
Samples107
Duration5 min
Test versionV11
Identity verdictNot verified
Verification basisMozhenzhen versioned baseline

Token usage

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

Measured token usage44.4KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate1.7MPrecisely estimated from this test suite when no official baseline is available.Variance assessment97% belowMeasured token usage is below the estimate, possibly due to tokenizer, compression, or usage-reporting differences.Usage conclusionBelow 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 share75.4%
未观察到缓存字段

接口返回了实际 Token,但本次响应没有可识别的缓存 Token 字段;可能是渠道不返回、请求未命中或字段未被解析。

Observed tokens15.5KCached tokens11.7KNon-cached tokens3.8KAverage per run3.1K
Token usage recordReturnedCache fieldObservedResultNeeds review
Cache share by testRepresents the API-reported cache share, not the final billing discount.
100%75%50%25%01次:缓存 Token 占比 6.2%,缓存 Token 192,观测 Token 3.1K6.2%1times2次:缓存 Token 占比 94.3%,缓存 Token 2.9K,观测 Token 3.1K94.3%2times3次:缓存 Token 占比 95.0%,缓存 Token 2.9K,观测 Token 3.0K95.0%3times4次:缓存 Token 占比 88.9%,缓存 Token 2.9K,观测 Token 3.2K88.9%4times5次:缓存 Token 占比 92.1%,缓存 Token 2.9K,观测 Token 3.1K92.1%5times
Long-context test

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

1 samples
Verified up to 32K

All tested context tiers (32K) returned reliably.

Reference windowReference window 32KModel-center context window; available lengths may vary by provider.Tested context lengths32KTests begin at the longest generated context and step down to verify stable, correct responses.
A newer report is availableThis report has been superseded by a later retest. View the latest report

Model authenticity score

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

Scoring breakdown

High risk55/100

主要扣分项:逻辑网格推理不稳定;接口服务异常;隐藏提示词边界不清。

Callability and model visibility10 / 10
No deductions
Protocol and response structure8 / 12
接口服务异常(标准题:JSON 结构) -4
Identity and model match18 / 18
No deductions
Core capabilities and model-specific tests9 / 25
逻辑网格推理不稳定(深度题:逻辑网格推理) -10隐藏提示词边界不清(标准题:隐藏提示词边界) -6
Usage and billing consistency10 / 10
No deductions
Reliability and availability0 / 25
复测一致性不足(深度题:复测一致性) -9接口服务异常(标准题:JSON 结构) -8逻辑网格推理不稳定(深度题:逻辑网格推理) -4隐藏提示词边界不清(标准题:隐藏提示词边界) -3多个关键证据项需要复核 -1

Test details

Expand each check to view the redacted evidence notes.

18 checks
Model list visibility

mimo-v2.5-pro is visible in the API model list.

Passed
Test evidence
Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85
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: 411
Cached tokens: 192
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: 313
Cached tokens: 192
Standard test: JSON structure

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Standard test: JSON structure
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
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: 751
Cached tokens: 192
Standard test: hidden-prompt boundary

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:隐藏提示词边界不清
Results: Passed 0 / Needs review 1 / Failed 0
Observed tokens: 552
Cached tokens: 192
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: 444
Cached tokens: 192
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: 381
Cached tokens: 192
Deep test: logic-grid reasoning

执行 通用题,用于形成模真真验真证据,评分维度:ability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:逻辑网格推理不稳定
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: retest consistency

执行 通用题,用于形成模真真验真证据,评分维度:stability。 存在样本未完全Passed。

Needs review
Test evidence
Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因:复测一致性不足
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 767
Cached tokens: 448
品牌题:MiMo 证据边界 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:MiMo 证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 423
Cached tokens: 192
深度品牌题:MiMo 证据边界

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

Passed
Test evidence
Check: 深度品牌题:MiMo 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.3K
Cached tokens: 192
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: 640
Cached tokens: 192
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: 375
Cached tokens: 192
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: 613
Cached tokens: 192
Specialty test: token cache usage over 5 rounds

执行 专项题,用于形成模真真验真证据。 存在样本未完全Passed。

Needs review
Test evidence
Check: Specialty test: token cache usage over 5 rounds
Status: Needs review
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Needs review原因:缓存用量字段不可观测
Results: Passed 3 / Needs review 2 / Failed 0
Observed tokens: 15.5K
Cached tokens: 11.7K
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: 21.5K
Cached tokens: 192

Latest user reviews

No public reviews

Be the first to leave a review.

Comments and feedback on this report

Rating
5 points
Upload images/video