Audit Trail · Article #2374064

Hoylu Aligns Its Platform Around a New Vision for Connected Construction Planning and Collaboration

Source article ↗ · Financial Post · outlet lean: center-right · owner: Postmedia (corporate)

published 2026-10-20T13:22:43.123590 · ingested 2026-10-20T11:22:43.123590

Bias Analysis · B.I.A.S.

CENTER score: 0.00 vv3

triggers: none — NO SIGNAL DETECTED (not a centrist finding)

      computed at 2026-10-20T11:22:43.123590
    

ML Bias Signal · DistilBERT Zero-Shot (v2)

LEFT score: -0.249 confidence: 36% valhalla/distilbart-mnli-12-3

      computed at 2026-10-20T11:33:06.724009-04:00
    

Ensemble (heuristic + ML v2)

CENTER LEFT score: -0.249

Analysis Tier

Tier: quick_v1

Tier-1 at: 2026-10-20T11:31:16.828049

Tier-2 at: —

AI analyzed: ✓ at 2026-10-20T11:31:16.828049

Geographic Extraction · L.O.C.A.L.

Country: —

Province: —

Scope: unmappable

Fact-Check Claims · V.E.R.I.F.Y. (2)

unverified Hoylu's new release is designed to connect teams and ensure consistency.

        fact_v1 · 2026-10-20T11:31:21.923964
      

unverified More than 130,000 users rely on Hoylu for visual planning and project management.

        fact_v1 · 2026-10-20T11:31:21.923964
      

Cross-Outlet Cluster · I.N.K.

Hoylu Aligns Its Platform Around a New Vision for Connected Construction Planning and Collaboration 1 article across outlets

      clustered at 2026-10-20T11:22:43.127557
    

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': 1, 'grade': 'A+', 'note': 'below minimum volume (1 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 · 1 events tracked

Raw Audit Trail (2 events)

2026-10-20T11:22:43.123590 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": 13764
}

2026-10-20T11:33:06.724009 bias_v2_scored

payload

{
  "confidence": 0.356,
  "ensemble_band": "center-left",
  "ensemble_score": -0.249,
  "label": "left",
  "model": "valhalla/distilbart-mnli-12-3",
  "score": -0.249
}

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