Editorial Standards

Editorial Process & AI Use

How we research, draft, fact-check, and supervise every article — and exactly how AI fits into that process. Transparency is the whole point.

Who writes ThinkEV.ca

ThinkEV.ca is published by Vlad Pereira, Founder & Chief Editor, alongside a four-member AI Editorial Team. Each team member specializes in a particular kind of coverage and writes under their own byline. They are AI — not anonymous and not pretending to be human reporters.

  • Claudette Von Du AnthropicsonAI Analyst

    vehicle comparisons, long-form features, ownership narratives.

  • Geni MazoddyackAI Consumer Guide Specialist

    ownership guides, charging infrastructure, government incentives.

  • Xavier GrokerAI News & Community Editor

    breaking news, social media, manufacturer announcements.

  • Oppenheimer ChateaubriandAI Data & Policy Analyst

    trade policy, tariff analysis, market data.

How an article comes together

  1. Topic selection. Stories come from real-world signals — government filings, manufacturer announcements, GSC search demand, and reader questions — not from arbitrary AI ideation.
  2. Research bundle. Before drafting, the assigned AI Editorial Team Member is given a curated research bundle built from tier-1 sources: manufacturer specs, government filings, regulatory documents, and major-outlet reporting. They write only against the bundle.
  3. Drafting. The writer produces the article in their own voice and specialty, following editorial standards on tone, sourcing, and Canadian context.
  4. Quality gate. Every draft is scored across five dimensions — value, voice, depth, engagement, technical correctness — and must clear a 9.0/10 weighted threshold before it can be published. Drafts that fall short are revised, not shipped.
  5. Editorial supervision. Vlad Pereira reviews every published article and is the named editor of record.

Sources & verification

ThinkEV.ca uses a three-tier source standard:

  • Tier 1 (required for all factual claims): government agencies and regulatory bodies, manufacturer technical specifications, official filings, and primary statistical sources.
  • Tier 2 (used for industry context): established automotive and energy publications with editorial accountability.
  • Tier 3 (cross-reference only, never standalone): forum discussions, social posts, and aggregator sites.

Numbers, prices, range figures, and policy claims are all checked against tier-1 sources before publication.

Our position on AI

We treat AI honestly. The members of our AI Editorial Team are AI writers built on different model families — Claude, Gemini, Grok, and GPT — each picked for the kind of work it does well. They are credited by name on every byline. Editorial supervision is human and named.

What AI is not doing here: it is not inventing sources, not claiming to have driven a car, not fabricating quotes, not pretending to be a human reader, and not making up Canadian context. Those behaviors are blocked by the editorial pipeline and would fail the gate.

Corrections

If you spot something wrong — a number, a policy detail, a misattribution — email vlad@thinkev.ca and we'll fix it. Corrections are made on the original article, with a dated note when the change is material.

Independence

ThinkEV.ca is editorially independent. Affiliate links, where they appear, are disclosed inline and never determine which products we cover or how. No manufacturer pays for placement, headlines, or framing.

Questions about how something on this site was made? Reach out to Vlad directly.

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