Top all-time · #14443
Cardog
Company blog · cardog.app/blogdatabusiness
Cardog is the company blog at cardog.app, writing about data and business. Since 2025, 5 different Hacker News readers have linked it 20 times, most often “How we built the world's fastest VIN decoder”. No feed was found, so read it on the site itself.
Too few sampled comments (2) to say how often HN recommends it.?
Why HN links it
HN commenters link Cardog's blog as a source for car news, such as posts on why tempered sunroof and side glass spontaneously shatters and on BYD's Canadian model lineup and pricing.
Summarised by Claude from a sample of 2 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.
What each vehicle is, what it owes, what it is worth and what has happened to it, with a source on every fact, for registries, insurers, lenders and dealers.
Most-linked posts?
- How we built the world's fastest VIN decoder2 people · 2 mentions · first linked 2025-08-06
What Hacker News says?
The battery uncertainty is real, but I think the bigger issue is information asymmetry. Looking at actual market data, the spread on used EVs is wild - a 2022 Tesla Model S ranges from $57 to $112k depending on trim/condition ( https://cardog.app/tools/valuation/tesla/model_s/2022 ). That's a $60k spread on the same year vehicle. Compare that to ICE vehicles where the range is typically much tighter. When buyers can…
Comment linking /tools/valuation/tesla/model_s/2022
on “EVs are depreciating faster than gas-powered cars”Submitted VIN: The 17-character code that runs the automotive world as a story · 47 points
HN discussionCardog | Toronto, Ontario | ONSITE, HYBRID, REMOTE (role-dependent) | Full-time | https://cardog.app/careers Cardog turns raw vehicle data into facts you can check: VIN decode, market price, recalls, and what the car's own modules report. Insurers, dealers, manufacturers and the public bodies that register vehicles all use it. We're a small team and every engineer owns a whole area. Data - Data Platform Engineer (Re…
Comment linking /careers
on “Ask HN: Who is hiring? (October 2026)”Submitted How we built the world's fastest VIN decoder as a story · 3 points
HN discussionCardog | Toronto, Canada or REMOTE | Full-time https://cardog.app/careers We're the system of record for the Canadian vehicle: raw automotive data turned into facts that can be checked. Our open-source VIN decoder sits underneath a government vehicle registry. Some of what's interesting: - A government registry, a manufacturer's own filing, a listing site and an insurance record will describe the same truck four dif…
Comment linking /careers
on “Ask HN: Who is hiring? (September 2026)”Submitted We built the fastest VIN decoder as a story · 3 points
HN discussionIm building https://cardog.app out of Toronto Trying to make car research, buying and ownership easy
Comment linking /
on “Ask HN: What are some cool or underrated tech companies based in Canada?”Submitted We Built a Vehicle History Report from Scratch as a story · 2 points
HN discussionCardog | Toronto, ON | Remote (Canada) | Full-time AI-powered automotive platform — we're building the infrastructure layer for vehicle data, from VIN decoding to market intelligence. Looking for: Automotive experience, Full-Stack, AI/ML, Data Engineers Stack: React Native/Expo, Next.js, Hono, Cloudflare Workers, PostgreSQL, TypeScript everywhere https://cardog.app/careers
Comment linking /careers
on “Ask HN: Who is hiring? (June 2026)”Submitted Show HN: Check Any Car's Recalls as a story · 2 points
HN discussionCardog | Toronto, ON | Remote/Hybrid (Canada) | Full-time AI-powered automotive platform — we’re building the infrastructure layer for vehicle data, from VIN decoding to market intelligence, powering government and public-sector vehicle programs. Looking for: Automotive experience, Full-Stack, AI/ML, Data Engineers (public-sector/govtech experience a plus) Stack: React Native/Expo, Next.js, Hono, Cloudflare Workers,…
Comment linking /careers
on “Ask HN: Who is hiring? (July 2026)”Submitted Show HN: Cardog – AI car companion for transparent ownership as a story · 2 points
HN discussionVintage cars prior to the arrival of laminated glass, didn't seem to suffer but certainly for side windows and rear tempered glass in some more recent cars it's been a mystery to me why they seem to just let go, sometimes with the help of a insignificant small bump ... but I just read about something I wasn't aware of [1] > *"However, tempered glass has a critical weakness: nickel sulfide inclusions. These microscop…
Comment linking /blog/exploding-sunroofs-panoramic-glass
on “Car Sunroofs Keep 'Spontaneously' Exploding–and the Problem Is Getting Worse”Submitted Lobbying and Regulatory Strategies of US Autonomous Vehicles Companies as a story · 1 points
HN discussionBYD is bringing their EVs to Canada, including models starting at $20k, $55k less than the Model S: https://cardog.app/blog/byd-canada-full-lineup The only reason Tesla is still in business is American protectionism.
Comment linking /blog/byd-canada-full-lineup
on “JPMorgan warns Tesla stock could sink 60% in new note”Submitted From Sears to Surveillance as a story · 1 points
HN discussionCardog | Toronto, ON | Remote (Canada) | Full-time AI-powered automotive platform — we're building the infrastructure layer for vehicle data, from VIN decoding to market intelligence. Looking for: iOS/Mobile, Full-Stack, AI/ML, Data Engineers Stack: React Native/Expo, Next.js, Hono, Cloudflare Workers, PostgreSQL, TypeScript everywhere https://cardog.app/careers
Comment linking /careers
on “Ask HN: Who is hiring? (May 2026)”Submitted Show HN: Cardog Reports as a story · 1 points
HN discussionSubmitted Show HN: Cardog – AI car companion that democratizes automotive expertise as a story · 1 points
HN discussion