01 Directive-level citations
Rationale
GenieAI Cited 18 specific EU directives and regulations by number, including 2018/858, 2023/1542, 2022/2560, NIS2 and CBAM.
Claude (Sonnet) References 'EU regulations' and 'GDPR' generically; only 4 specific directive numbers identified.
02 Member-state implementing law
Rationale
GenieAI Maps EU instruments to BImSchG, BetrVG and Polish geological/mining law specifically.
Claude (Sonnet) Notes that 'national implementing legislation will apply' without naming specific statutes.
03 Risk severity classification
Rationale
GenieAI Risks scored on enforcement probability × financial exposure, ranked across 15 distinct items.
Claude (Sonnet) Risks listed but severity sometimes flattened - concentration thresholds and CBAM both labelled 'medium' despite different enforcement profiles.
04 Sequencing across jurisdictions
Rationale
GenieAI Produces a phased roadmap by jurisdiction × workstream, identifying critical path on type approval and concentration filing.
Claude (Sonnet) Lists requirements per jurisdiction but does not sequence them or flag the critical path.
05 Enforcement risk specificity
Rationale
GenieAI Identifies likely regulator per item (KBA, BNetzA, BfDI, UOKiK, EU Commission DG-COMP) and known enforcement posture.
Claude (Sonnet) Generic 'regulators may take action' framing; doesn't differentiate between enforcement-first vs guidance-first regulators.
06 Battery Regulation depth
Rationale
GenieAI Walks through recyclable-content thresholds (16% by 2031), due-diligence chain obligations and CO2 footprint declarations.
Claude (Sonnet) Mentions battery sustainability rules but conflates the older 2006 directive with the 2023 regulation.
07 GDPR / data flows
Rationale
GenieAI Addresses Art. 28 processor obligations, NIS2 overlap and connected-vehicle telematics data residency.
Claude (Sonnet) Solid GDPR basics - Art. 6 lawful basis, DPIA, SCCs - but underweights NIS2 and connected-vehicle specificity.
08 Antitrust + concentration filing
Rationale
GenieAI Calculates EUMR notification thresholds (€5bn worldwide, €250m EU-wide turnover) and identifies the joint-venture structuring trigger.
Claude (Sonnet) Identifies that EUMR might apply but does not work through the thresholds against Tesla's actual turnover figures.
09 Foreign Subsidies Regulation
Rationale
GenieAI Flags the FSR notification obligation for Polish subsidy support and the €4m+ notification threshold.
Claude (Sonnet) FSR not addressed substantively.
10 CBAM and customs origin
Rationale
GenieAI Walks through CBAM reporting obligations (definitive period from 2026) and supply-chain origin documentation requirements.
Claude (Sonnet) Mentions CBAM exists but does not work through reporting obligations or origin determination.
11 Co-determination + works councils
Rationale
GenieAI Addresses BetrVG thresholds, the EWC directive, and how the Berlin expansion changes co-determination obligations under MitbestG.
Claude (Sonnet) Notes works-council requirements without distinguishing BetrVG, EWC and MitbestG regimes.
12 Environmental permitting (BImSchG)
Rationale
GenieAI Identifies the BImSchG Annex 1 categories triggered, IED applicability, and the known ~12-month permitting timeline in Brandenburg.
Claude (Sonnet) Identifies that environmental permitting is required but does not name BImSchG, IED or jurisdiction-specific timelines.
13 Type approval (WVTA) implications
Rationale
GenieAI Explains EU 2018/858 WVTA implications for Berlin-built vehicles, including conformity-of-production obligations.
Claude (Sonnet) Notes type-approval applies but stops short of WVTA / CoP detail.
14 AI Act classification
Rationale
GenieAI Classifies assisted-driving R&D against EU AI Act risk tiers and identifies the 2026/2027 phase-in dates.
Claude (Sonnet) Identifies AI Act as relevant but is vague on tier classification.
15 Practical roadmap output
Rationale
GenieAI Produces a 9-page Gantt-style compliance plan with named owners, timelines, regulator contact points and known precedent decisions.
Claude (Sonnet) Output is a flat list - useful for orientation, not directly executable as a project plan.
