AI Production Cost Lab
Independent calculators and source-linked research for AI subscriptions, APIs, agents, cloud hosting, video, images, and production workflows.
StackScope is a free public catalogue of indie launches. We find launches on Product Hunt, Hacker News and similar feeds, then crawl each site to detect its tech stack and score it for launch readiness: DNS, security headers, SEO basics. This page is what we saw on 13 August 2026; the live site may have changed since.
AI Production Cost Lab has the basics covered well, with complete legal pages, a thorough launch checklist, and clean crawl signals. Worth fixing first: missing several security headers and no email security records.
Launched on Product Hunt on August 13, 2026. The site is served through Cloudflare, with a domain registered 11 months before launch. Our crawler found 12 technologies on this site, covering advertising, analytics, CDN, and consent tooling. The stack includes Google Funding Choices, vinext, and Cloudflare.
It's also running the same core stack as 103 other launches.
If you own this site, refresh the snapshot and see the full fix list any time →
Tech Stack (12)
| CDN |
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| DNS | Gabia |
| Security |
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| Business email |
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| Advertising |
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| Analytics |
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| Consent |
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| SEO |
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| Tag management |
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Infrastructure
Email Security
Storage (6)
| Name | Lifetime | Detected as |
|---|---|---|
| cf_clearance | 1y | Cloudflare |
| FCCDCF | 1y | - |
| _ga | 1y | Google Analytics |
| _ga_PCSEEXXF8W | 1y | Google Analytics |
| __cf_bm | < 1h | Cloudflare |
| __Host-appgarden-visitor | 3mo | - |
Readiness Breakdown How?
Performance How?
Indicative grade from a single automated render, not a substitute for Lighthouse or field data, and not part of the StackScope score.
Vibe Score Breakdown How?
| Signal | Points |
|---|---|
| AI onboarding signals | +5 |
| AI writing signals | +3 |
This score is based on structural patterns and is not definitive. Many legitimate sites may trigger signals, and AI-built sites may go undetected. It should be treated as an indicator, not a verdict.
