AI Engineer’s Field Guide
A practical playbook for designing production AI systems
topmate.io
· Added June 15, 2026
· Last analysed June 15, 2026 · via 
· 71% unique tagline
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 15 June 2026; the live site may have changed since.
AI Engineer’s Field Guide has the basics covered well, with complete legal pages, a thorough launch checklist, and well-configured email security. Worth fixing first: missing several security headers and tracking cookies set before any opt-in.
Launched on Product Hunt on June 15, 2026. The site is hosted on Cloudflare in the United States. Our crawler found 24 technologies on this site, covering analytics, advertising, ai service, and CDN. The stack includes Next.js, React, and Cloudflare.
Notably, it's running the same core stack as 1,493 other launches.
If you own this site, refresh the snapshot and see the full fix list any time →
Tech Stack (24)
| CDN |
Cloudflare
|
| DNS |
Cloudflare DNS
|
| Hosting |
Vercel
|
| Protocol | HTTP/3 |
| Security | HSTS |
| Business email |
Google Workspace
(3)
|
| Email marketing |
HubSpot
|
| Transactional email |
SendGrid
(2)
|
| Advertising |
Facebook Pixel
(2)
|
| Analytics |
Cloudflare Web Analytics
|
Google Analytics
(3)
|
|
Microsoft Clarity
|
|
Mixpanel
(3)
|
|
OpenPanel
(2)
|
|
| Feedback | Sleekplan |
| Marketing |
Facebook Domain Verification
|
| Marketing automation | WebEngage (2) |
| SEO |
Google Search Console
|
| Tag management |
Google Tag Manager
(3)
|
| Error tracking |
Raygun
|
| AI service |
OpenAI
|
Infrastructure
Email Security
Storage (20)
| Name | Lifetime | Detected as |
|---|---|---|
| _fbp | 2mo | Facebook Pixel |
| _ga | 1y | Google Analytics |
| _ga_JZ2Z1NPZDW | 1y | Google Analytics |
| Key | Size | Detected as |
|---|---|---|
| AITestimonialAB | 1 B | - |
| auto_send_query_ab | 1 B | - |
| hito_follower_signup_ab | 1 B | - |
| lastExternalReferrer | 5 B | - |
| lastExternalReferrerTime | 13 B | - |
| mp_41aae50bdc08049e39f8e2a6043ba379_mixpanel | 329 B | Mixpanel |
| poopup_show_ab | 1 B | - |
| raygun-session-id | 31 B | Raygun |
| raygun4js-userid | 36 B | Raygun |
| sample_services_ab | 1 B | - |
| sharing_cta_ab | 1 B | - |
| _WE_z2024a7c4 | 868 B | - |
| __mpq_41aae50bdc08049e39f8e2a6043ba379_ev | 3.7 KB | Mixpanel |
| Key | Size | Detected as |
|---|---|---|
| mp_gen_new_tab_id_mixpanel_41aae50bdc08049e39f8e2a6043ba379 | 1 B | Mixpanel |
| mp_tab_id_mixpanel_41aae50bdc08049e39f8e2a6043ba379 | 41 B | Mixpanel |
| Database | Version | Detected as |
|---|---|---|
| mixpanelBrowserDb | 1 | Mixpanel |
| mixpanelFlagsDb | 1 | Mixpanel |
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 palette signals | +5 |
| AI layout signals | +5 |
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.