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Telecommunications × Esg Sustainability — International / Multilateral · Last updated 11 Jun 2026 · Hallucination Register
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Finding#1, Fabricated Ireland data-centre energy share and time series

RLB Citation ID: RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006
AI's failure:Exposed Fabrication Risk for Telecommunications × Esg Sustainability:Wrong deliverable
What the RLB Specialist Panel found
Question (paraphrased to protect IP)

What share of Ireland's 2021 metered electricity did data centres account for, per the figure cited in the OECD Digital Economy Outlook 2024 chapter (sourced from Ireland's CSO 2023)?

RLB's analysis

The model correctly identified the source chain, CSO 2023 as cited in the OECD Digital Economy Outlook 2024, but substituted 14% for the regulator's 11%. It then extended the response with a forward-projected series (18% in 2022, 21% in 2023) that is not present in the regulator's text, suggesting the model reconstructed a plausible growth trajectory rather than quoting the authoritative figure. The error is not a misidentified source but a numeric value that has drifted at the point of reproduction.

AI Head's analysis — what weakness in the AI model caused this

This finding implicates two distinct subsystems. First, the retrieval layer correctly surfaced the source lineage (CSO 2023 via OECD Digital Economy Outlook 2024) but the numeric payload at the point of generation drifted — suggesting the training corpus contains multiple paraphrased variants of this figure and the model resolved the conflict toward a higher value present in secondary commentary rather than the verbatim primary text.

Second, the forward-series confabulation (18% in 2022, 21% in 2023) indicates the model's generation logic treats trend continuation as a low-uncertainty extension when an anchor year and growth direction are established in context — a calibration gap that is independent of retrieval quality and would require a post-generation verification step or explicit uncertainty injection to close.

Impact for ESG & Sustainability Teams in Telecommunications Sector in international jurisdictions working with the Recommendation of the Council on Digital Technologies and the Environment (2025 Revision)

An ESG team at a telecommunications firm consulting AI for the OECD's Ireland data-centre energy figure would receive 14%, not the verbatim 11%, along with a fabricated four-point time series (2015–2023) that appears nowhere in the source. If that figure enters an annual sustainability report, a board briefing, or a regulatory data submission, the firm has published a material misstatement attributed to a real and checkable primary source.

The exposure is compounded in international operating environments where multiple national regulators independently cite the same OECD benchmark: a telecommunications group with European operations may find its disclosed figure contradicted not only by the OECD document but by the regulator's own published baseline, creating a discrepancy that requires formal correction and explanation.

References — raw findings (per AI model)
This finding also affects
Cite this finding

Each finding has a stable Citation ID (RLB-F-… for aggregated case-study findings, RLB-H-… for raw per-model hallucinations) — like a DOI, the ID always resolves to the canonical finding even if URLs change.

RLB Citation ID: RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006
Plain text Download
RegLeg Specialist Panel (2026). "Finding#1, Fabricated Ireland data-centre energy share and time series — Telecommunications × Esg Sustainability — International / Multilateral." Citation ID: RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006. RegLegBrief AI Hallucination Research, published 2026-06-11. https://reglegbrief.com/regulators/j1/int/OECD/OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025/sectors/telecommunications/esg_sustainability/finding/INT-OECD-INT-001-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-v1-006/
APA 7th edition Download
RegLeg Specialist Panel. (2026). Finding#1, Fabricated Ireland data-centre energy share and time series [Hallucination finding RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006]. RegLegBrief AI Hallucination Research. https://reglegbrief.com/regulators/j1/int/OECD/OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025/sectors/telecommunications/esg_sustainability/finding/INT-OECD-INT-001-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-v1-006/
Bluebook / OSCOLA (US + UK legal) Download
RegLeg Specialist Panel, Finding#1, Fabricated Ireland data-centre energy share and time series [RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006], RegLegBrief AI Hallucination Research (June 11, 2026), https://reglegbrief.com/regulators/j1/int/OECD/OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025/sectors/telecommunications/esg_sustainability/finding/INT-OECD-INT-001-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-v1-006/.
BibTeX Download
@misc{reglegbrief_RLB_F_INT_OECD_OECD_DIGITAL_TECHNOLOGIES_ENVIRONMENT_2025_Q006,
  author    = {RegLeg Specialist Panel},
  title     = {Finding#1, Fabricated Ireland data-centre energy share and time series},
  year      = {2026},
  publisher = {RegLegBrief AI Hallucination Research},
  note      = {Hallucination finding Citation ID: RLB-F-INT-OECD-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-Q006},
  url       = {https://reglegbrief.com/regulators/j1/int/OECD/OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025/sectors/telecommunications/esg_sustainability/finding/INT-OECD-INT-001-OECD-DIGITAL-TECHNOLOGIES-ENVIRONMENT-2025-v1-006/}
}
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