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gpt54 · Model identity and integrity report

Last updatedJul 30, 2026, 10:16 AM · Data window: past 90 days

Measured results (90 days)

552 runs · 351 hosts · 531 anomalies

Family-fingerprint consistency

  openai         524  ████████████████████████░   95% (suspicious)
  unknown         21  █░░░░░░░░░░░░░░░░░░░░░░░░    4% (suspicious)
  anthropic        4  ░░░░░░░░░░░░░░░░░░░░░░░░░    1% (suspicious)
  zhipu            2  ░░░░░░░░░░░░░░░░░░░░░░░░░    0% (suspicious)
  deepseek         1  ░░░░░░░░░░░░░░░░░░░░░░░░░    0% (suspicious)

Observed V3 sub-model mapping

  → openai/gpt-5.4                         398 (72%) ⚠ mismatch sim=0.97
  → abstain                                105 (19%) — low confidence
  → unknown                                 33 ( 6%) ⚠ mismatch
  → openai/gpt-5.4-mini                      8 ( 1%) ⚠ mismatch sim=0.94
  → openai/gpt-5.2                           3 ( 1%) ⚠ mismatch sim=0.82
  → openai/gpt-5-mini                        2 ( 0%) ⚠ mismatch sim=0.78
  → deepseek/deepseek-v4-flash               1 ( 0%) ⚠ mismatch sim=0.84
  → openai/gpt-5.5                           1 ( 0%) ⚠ mismatch sim=0.79
  → openai/gpt-4.1                           1 ( 0%) ⚠ mismatch sim=0.74

Capability score distribution (auxiliary)

  0-49     ██████████░░░░░░░░░░░░░░░  224
  50-69    ░░░░░░░░░░░░░░░░░░░░░░░░░    8
  70-89    ███████░░░░░░░░░░░░░░░░░░  162
  90-100   ███████░░░░░░░░░░░░░░░░░░  158

Host integrity ranking

HostRunsAverage scoreFamily matchMost common V3 match
https://ai.input.im/v110620%openai/gpt-5.4 (5)
https://jojocode.com/v19190%openai/gpt-5.4 (8)
https://api.euzhi.com/v17870%openai/gpt-5.4 (7)
https://code.shoestravel.xin/v16790%openai/gpt-5.4 (2)
https://api.apig.codes/v16910%openai/gpt-5.4 (4)
https://www.moyu.info/v16900%openai/gpt-5.4 (6)
https://tokenapi.link/v15340%openai/gpt-5.4 (4)
https://ciyuan.fast/v15320%openai/gpt-5.4 (1)
https://2api.1314mc.net/v15620%openai/gpt-5.4 (4)
https://vip.auto-code.net/v15720%openai/gpt-5.4 (5)
https://zyrus.aitoken.credit/v14920%openai/gpt-5.4 (2)
https://yunwu.ai/v14450%openai/gpt-5.4 (4)
https://cf-fast.cctq.ai/v14440%openai/gpt-5.4 (3)
https://a6api.com/v14920%openai/gpt-5.4 (3)
https://aicanapi.com/v14450%openai/gpt-5.4 (2)
https://ai.furry.vg/v14850%openai/gpt-5.4 (3)
https://api.wudi987.com/v14650%openai/gpt-5.4 (2)
https://leleapi.top/v14880%openai/gpt-5.4 (3)
https://truecodex.x7go.top/v14690%openai/gpt-5.4 (2)
https://codex.ciii.club/v13580%openai/gpt-5.4 (1)
https://ai-api.kkidc.com/v13310%openai/gpt-5.4 (2)
https://api.aiapipay.com/v13890%openai/gpt-5.4 (2)
https://botcf.com/v13610%openai/gpt-5.4 (3)
https://api.wluvyh.cloud/v13500%openai/gpt-5.4 (1)
https://muyuan.do/v13360%openai/gpt-5.4-mini (1)

Recent anomalies

https://sub2api.apiship.ai/v1Jul 30, 2026, 10:03 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://api.apikl.ai/v1Jul 29, 2026, 5:12 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://api.tokeneasy.com.cn/v1Jul 28, 2026, 7:10 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://api.tokeneasy.com.cn/v1Jul 28, 2026, 7:00 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://mixai.cc/v1Jul 26, 2026, 6:09 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://mixai.cc/v1Jul 26, 2026, 6:06 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://jojocode.com/v1Jul 25, 2026, 9:13 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://sub2api.crazybunqnq.com/v1Jul 25, 2026, 5:19 PM
Self-claimed model
gpt-5.4
V2 predicted family
deepseek
V3 best match
deepseek/deepseek-v4-flash (sim 0.85)
Verdict
Full swap
https://omnixai.cn/v1Jul 25, 2026, 3:44 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://www.bytecatcode.org/v1Jul 23, 2026, 9:21 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://llm-api.net/v1Jul 22, 2026, 2:38 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://codex.ciii.club/v1Jul 21, 2026, 9:09 PM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://www.taidesk.com/tai-ai/v1Jul 21, 2026, 7:34 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4-mini (sim 0.88)
Verdict
Full swap
https://tokenapi.link/v1Jul 21, 2026, 7:33 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
http://154.9.224.59:8080/v1Jul 21, 2026, 6:52 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://aihub.top/v1Jul 20, 2026, 6:39 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain
https://docode.cc/v1Jul 20, 2026, 2:35 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://ai-api.kkidc.com/v1Jul 18, 2026, 11:43 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://ai-api.kkidc.com/v1Jul 18, 2026, 11:40 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
openai/gpt-5.4 (sim 1.00)
Verdict
Full swap
https://ai-api.kkidc.com/v1Jul 18, 2026, 11:22 AM
Self-claimed model
gpt-5.4
V2 predicted family
openai
V3 best match
Verdict
V3 low confidence · Abstain

Methodology

BazaarLink Probe combines a Bayesian V2 family classifier across nine fingerprint categories with V3 sub-model references to verify endpoints claiming gpt54. Low family consistency, a different V3 match, or divergence from selfClaim is flagged as anomalous. BazaarLink Probe home.

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