Audit Trail · Article #2428360

Think fast: Meet the Technology Fast 50

Source article ↗ · The Globe and Mail · outlet lean: center · owner: Globe and Mail Inc. (Woodbridge) (corporate)

published 2026-10-28T13:00:00 · ingested 2026-10-28T09:39:25.720327

Bias Analysis · B.I.A.S.

CENTER score: 0.20 vv3

The article presents balanced views on AI adoption and growth, without a clear bias towards positive or negative outcomes.

Trigger phrases: exploding growthsurge in AI usageeclectic mix

      computed at 2026-10-28T09:59:34.361407
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.280 confidence: 40% valhalla/distilbart-mnli-12-3

      computed at 2026-10-28T09:56:59.099476-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.280

Analysis Tier

Tier: quick_v1+full

Tier-1 at: 2026-10-28T09:59:34.361407

Tier-2 at: 2026-10-28T09:59:34.361407

AI analyzed: ✓ at 2026-10-28T09:59:34.361407

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (1)

true There’s a theme running through the companies on this year’s Technology Fast 50 list (Spoiler: It’s AI)

Rule-based: source_credibility=True, has_stat=True, hedged=False

        heuristic-v1 · 2026-10-28T09:39:25.747152
      

Cross-Outlet Cluster · I.N.K.

Think fast: Meet the Technology Fast 50 2 articles across outlets

      clustered at 2026-10-28T09:39:25.739372
    

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)

2026-10-28T09:39:25.720327 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": 488
}

2026-10-28T09:56:59.099476 bias_v2_scored

payload

{
  "confidence": 0.399,
  "ensemble_band": "center-left",
  "ensemble_score": -0.28,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.28
}

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