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gpt54mini · Model identity and integrity report

Last updatedJul 30, 2026, 12:49 PM · Data window: past 90 days

Measured results (90 days)

79 runs · 54 hosts · 77 anomalies

Family-fingerprint consistency

  openai          77  ████████████████████████░   97% (suspicious)
  unknown          2  █░░░░░░░░░░░░░░░░░░░░░░░░    3% (suspicious)

Observed V3 sub-model mapping

  → abstain                                 45 (57%) — low confidence
  → openai/gpt-5.4                          25 (32%) ⚠ mismatch sim=0.92
  → unknown                                  4 ( 5%) ⚠ mismatch
  → openai/gpt-5.4-mini                      3 ( 4%) ⚠ mismatch sim=0.94
  → openai/gpt-4.1-mini                      1 ( 1%) ⚠ mismatch sim=0.70
  → openai/gpt-5.5                           1 ( 1%) ⚠ mismatch sim=0.94

Capability score distribution (auxiliary)

  0-49     ██████████░░░░░░░░░░░░░░░   31
  50-69    ░░░░░░░░░░░░░░░░░░░░░░░░░    0
  70-89    ██████████░░░░░░░░░░░░░░░   31
  90-100   ██████░░░░░░░░░░░░░░░░░░░   17

Host integrity ranking

HostRunsAverage scoreFamily matchMost common V3 match
https://www.moyu.info/v17860%openai/gpt-5.4 (2)
https://code.shoestravel.xin/v16880%openai/gpt-5.4 (1)
https://yunwu.ai/v14460%openai/gpt-5.4 (2)
https://ai.furry.vg/v13880%
https://api.tokeneasy.com.cn/v12840%openai/gpt-5.4 (1)
https://sarang.id/v12420%openai/gpt-4.1-mini (1)
https://toolcode.top/v12440%openai/gpt-5.4 (1)
https://lingsuan.top/v12870%
https://www.silverwings.cc/v12460%
https://newapi.openedapi.com/v12440%openai/gpt-5.4-mini (1)
https://code.newcli.com/codex/v12910%openai/gpt-5.4 (1)
https://token.piachi.cn/v1200%
https://tcdmx.com/v12440%openai/gpt-5.4 (1)
https://sub2api.apiship.ai/v11910%openai/gpt-5.4 (1)
https://infinitex.pro/v1100%
https://api.ziyouxie.online/v11800%openai/gpt-5.4 (1)
https://omnixai.cn/v1100%openai/gpt-5.4 (1)
https://ai.furry.edu.gr/v11930%openai/gpt-5.4 (1)
https://zyrus.aitoken.credit/v11910%openai/gpt-5.4 (1)
https://www.yiyuantoken.com/v1100%
https://codex.ciii.club/v11860%openai/gpt-5.4 (1)
https://ai.input.im/v11880%openai/gpt-5.4 (1)
https://api.a6api.com/v1100%openai/gpt-5.4 (1)
https://api.skyning.cc/v1100%openai/gpt-5.4 (1)
https://www.gettokenapi.com/v11930%

Recent anomalies

https://sub2api.apiship.ai/v1Jul 30, 2026, 9:56 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.72)
Verdict
Full swap
https://infinitex.pro/v1Jul 30, 2026, 9:30 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://api.ziyouxie.online/v1Jul 29, 2026, 2:17 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.87)
Verdict
Full swap
https://api.tokeneasy.com.cn/v1Jul 28, 2026, 7:04 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://api.tokeneasy.com.cn/v1Jul 28, 2026, 6:38 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.78)
Verdict
Full swap
https://yunwu.ai/v1Jul 28, 2026, 3:32 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://yunwu.ai/v1Jul 28, 2026, 2:15 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://omnixai.cn/v1Jul 25, 2026, 3:43 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.89)
Verdict
Full swap
https://ai.furry.edu.gr/v1Jul 23, 2026, 4:00 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.97)
Verdict
Full swap
https://zyrus.aitoken.credit/v1Jul 18, 2026, 8:37 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.94)
Verdict
Full swap
https://www.yiyuantoken.com/v1Jul 16, 2026, 4:08 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://codex.ciii.club/v1Jul 15, 2026, 5:10 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.98)
Verdict
Full swap
https://ai.input.im/v1Jul 15, 2026, 5:05 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.93)
Verdict
Full swap
https://sarang.id/v1Jul 15, 2026, 12:43 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-4.1-mini (sim 0.70)
Verdict
Full swap
https://api.a6api.com/v1Jul 15, 2026, 8:30 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.77)
Verdict
Full swap
https://api.skyning.cc/v1Jul 15, 2026, 3:12 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.98)
Verdict
Full swap
https://www.gettokenapi.com/v1Jul 13, 2026, 10:14 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://sarang.id/v1Jul 10, 2026, 10:12 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://botcf.com/v1Jul 9, 2026, 5:59 AM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.91)
Verdict
Full swap
https://xygpt.icu/v1Jul 8, 2026, 12:47 PM
Self-claimed model
gpt-5.4-mini
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 0.77)
Verdict
Full swap

Methodology

BazaarLink Probe combines a Bayesian V2 family classifier across nine fingerprint categories with V3 sub-model references to verify endpoints claiming gpt54mini. Low family consistency, a different V3 match, or divergence from selfClaim is flagged as anomalous. BazaarLink Probe home.

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