Audit Trail · Article #2502077

CPPIB invests $50-million in fast-rising Toronto AI star Beacon Software

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

published 2026-11-05T12:00:00 · ingested 2026-11-05T07:30:29.158678

Bias Analysis · B.I.A.S.

LEFT score: -1.00 vv3

triggers: equity(-0.15×1)

      computed at 2026-11-05T07:30:29.158678
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

ML scoring pending — backlog worker processes ~50 articles per ingest cycle.

Analysis Tier

Tier: pending

Tier-1 at: —

Tier-2 at: —

AI analyzed: ✓ at 2026-11-05T07:40:23.043448

Geographic Extraction · L.O.C.A.L.

Country: CA

Province: ON

Scope: provincial

Fact-Check Claims · V.E.R.I.F.Y. (0)

No claims extracted yet.

Cross-Outlet Cluster · I.N.K.

CPPIB invests $50-million in fast-rising Toronto AI star Beacon Software 1 article across outlets

      clustered at 2026-11-05T07:30:29.167992
    

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 (1 event)

2026-11-05T07:30:29.158678 ingested

payload

{
  "bias": {
    "band": "left",
    "heuristic_version": "v3",
    "rationale": "triggers: equity(-0.15\u00d71)",
    "score": -1.0,
    "signal_detected": true
  },
  "source_id": 488
}

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