Audit Trail · Article #2488933

Travel Manitoba campaign puts AI chabots on notice

Source article ↗ · Winnipeg Free Press · outlet lean: center · owner: FP Newspapers (independent local) (independent)

published 2026-11-03T22:10:05 · ingested 2026-11-03T17:23:53.231275

Bias Analysis · B.I.A.S.

CENTER-LEFT score: -0.20 confidence: 85% vv3

The article focuses on a competitive aspect, highlighting Travel Manitoba's efforts against AI chatbots without providing balanced perspectives.

Trigger phrases: AI chabots on notice

      computed at 2026-11-03T17:23:53.231275
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

CENTER score: 0.000 confidence: 49% valhalla/distilbart-mnli-12-3

      computed at 2026-11-03T17:44:44.771340-05:00
    

Ensemble (heuristic + ML v2)

CENTER score: 0.000

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-11-03T17:33:01.935642

Tier-2 at: 2026-11-03T17:58:48.425723

AI analyzed: ✓ at 2026-11-03T17:32:15.927088

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: MB

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (1)

true New-look promotional videos packed with information aimed at the growing number of people using AI chatbots to make trip plans.

The claim is directly stated in the article and provides clear details about the purpose of the new videos.

        V.E.R.I.F.Y. · 2026-11-03T17:58:48.425723
      

Cross-Outlet Cluster · I.N.K.

Travel Manitoba campaign puts AI chabots on notice 1 article across outlets

      clustered at 2026-11-03T17:23:53.336391
    

Governance — C.R.E.E.D.

A+

overall grade

100.0

By Category

Accountability {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Environmental {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Fairness {'events': 3, 'grade': 'A+', 'note': 'below minimum volume (3 events; minimum 100 for a non-provisional score)', 'provisional': True, 'score': 100.0}

Privacy {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Safety {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Transparency {'events': 0, 'grade': 'A+', 'note': 'no events recorded', 'provisional': True, 'score': 100.0}

Ethics audit by C.R.E.E.D. Institute · 3 events tracked

Raw Audit Trail (2 events)

2026-11-03T17:23:53.231275 ingested

payload

{
  "bias": {
    "band": "center",
    "heuristic_version": "v3",
    "rationale": "triggers: none \u2014 NO SIGNAL DETECTED (not a centrist finding)",
    "score": 0.0,
    "signal_detected": false
  },
  "source_id": 13761
}

2026-11-03T17:44:44.771340 bias_v2_scored

payload

{
  "confidence": 0.493,
  "ensemble_band": "center",
  "ensemble_score": 0.0,
  "label": "center",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": 0.0
}

Every signal computed about this article, with timestamps. Source for the transparency promise behind our methodology.