Discussion Technical SEO AI Crawling

Meine JavaScript-lastige Website ist für KI-Crawler unsichtbar – dynamisches Rendering als Rettung?

FR
FrontendLead_Marcus · Frontend Engineering Lead
· · 76 upvotes · 11 comments
FM
FrontendLead_Marcus
Frontend Engineering Lead · December 30, 2025

We just discovered why we’re invisible to ChatGPT and Perplexity - our entire site is React SPA with client-side rendering.

The problem:

  • All our content loads via JavaScript
  • AI crawlers see empty HTML shells
  • Zero visibility in AI-generated answers
  • Competitors with static sites are getting cited instead

What I’ve learned:

  • GPTBot, ClaudeBot, PerplexityBot don’t render JavaScript
  • They only see initial HTML response
  • Our beautiful React app looks like an empty page to them

The solution I’m considering:

  • Dynamic rendering with Prerender.io
  • Or migrating to Next.js with SSR
  • Or Rendertron for self-hosted solution

Has anyone implemented dynamic rendering specifically for AI visibility? Did it work? How long before you saw improvements in AI citations?

11 comments

11 Comments

DS
DevOpsArchitect_Sarah Expert Platform Engineer · December 30, 2025

Marcus, we went through this exact journey six months ago. Dynamic rendering was a game-changer for our AI visibility.

Our implementation:

ApproachProsConsOur Experience
Prerender.ioEasy setup, managedMonthly costUsed for 3 months
RendertronFree, self-hostedRequires infraCurrent solution
Next.js SSRBest long-termFull rewriteFuture plan
Static GenerationFastestLimited dynamicPartial use

Results after implementing Rendertron:

  • AI crawler success rate: 0% → 98%
  • ChatGPT citations: 0 → 47 in 90 days
  • Perplexity mentions: 0 → 23 in 90 days

Key insight:

The critical part is user agent detection. You need to route these specific bots to pre-rendered pages:

  • GPTBot
  • ChatGPT-User
  • ClaudeBot
  • PerplexityBot
  • Bytespider

Don’t forget to keep your cached pages fresh. Stale content is worse than no content.

FM
FrontendLead_Marcus OP · December 30, 2025
Replying to DevOpsArchitect_Sarah

98% success rate is incredible. How are you handling cache invalidation? We have content that updates frequently - product prices, availability, etc.

And did you see any impact on your hosting costs with Rendertron?

DS
DevOpsArchitect_Sarah · December 30, 2025
Replying to FrontendLead_Marcus

Cache invalidation strategy:

  1. Time-based TTL - 24 hours for most content
  2. Event-based - Webhook triggers re-render on CMS updates
  3. Priority queue - High-traffic pages re-render more frequently
  4. On-demand - API endpoint for manual invalidation

Cost impact:

Running Rendertron on AWS:

  • t3.medium instance: ~$30/month
  • CloudFront caching reduces actual renders by 80%
  • Total additional cost: ~$50/month

Compare to Prerender.io:

  • Their mid-tier plan: $99/month
  • But zero maintenance

For frequently changing content like prices, we render on-demand with short TTL (1 hour) and cache at CDN level. The AI crawlers don’t visit that frequently anyway - maybe a few times per day.

Pro tip: Log your AI crawler visits. You’ll be surprised how infrequent they actually are.

SK
SEOTechnical_Kevin Technical SEO Consultant · December 29, 2025

The JavaScript rendering gap is massive and most sites don’t realize it.

Research data:

From Vercel’s crawler study:

  • GPTBot: 569 million requests/month (0% JavaScript rendering)
  • ClaudeBot: 370 million requests/month (0% JavaScript rendering)
  • Googlebot: Renders JavaScript (but with delays)

What AI crawlers actually fetch:

CrawlerHTML %JS Files %Can Execute?
GPTBot57.7%11.5%No
ClaudeBot35.4%23.8%No
PerplexityBot~60%~15%No
Googlebot100%100%Yes

The problem:

They fetch JavaScript files as text but can’t execute them. So if your content relies on JS execution, it’s invisible.

Critical check:

View your page source (not inspect element). If you see mostly empty divs and script tags, AI crawlers see the same thing.

RT
ReactDeveloper_Tom · December 29, 2025

We migrated from Create React App to Next.js specifically for this reason.

The migration path:

  1. Week 1-2: Set up Next.js app router
  2. Week 3-4: Migrate components (mostly copy-paste)
  3. Week 5-6: Implement getServerSideProps/getStaticProps
  4. Week 7-8: Testing and deployment

Before/After:

Before (CRA):

<div id="root"></div>
<script src="/static/js/main.chunk.js"></script>

After (Next.js):

<article>
  <h1>Full content here</h1>
  <p>All text visible to crawlers...</p>
</article>

Results:

  • First AI citation appeared 3 weeks after launch
  • Now averaging 15-20 AI citations per month
  • Page load time improved too (bonus!)

The investment was worth it. Dynamic rendering is a band-aid. SSR/SSG is the proper fix.

CL
CrawlerMonitor_Lisa Expert · December 29, 2025

One thing people miss: you need to actually verify AI crawlers are seeing your content.

How to test:

  1. User agent testing:

    curl -A "GPTBot" https://yoursite.com/page
    
  2. Check for actual content:

    • Look for your key content in the response
    • Not just a loading spinner or placeholder
  3. Monitor in production:

    • Log AI crawler requests
    • Track render success/failure
    • Alert on anomalies

Common failures we’ve seen:

IssueSymptomFix
Middleware misconfigurationWrong user agentsUpdate regex patterns
Cache serving old contentStale info in AIReduce TTL
Render timeoutPartial contentIncrease timeout
Auth wallsBlocked crawlersWhitelist bot IPs

Use Am I Cited to track if it’s working. You can monitor whether you start appearing in AI answers after implementing dynamic rendering. That’s the ultimate validation.

PD
PerformanceEngineer_David · December 28, 2025

Performance considerations that matter:

Rendering latency:

AI crawlers have timeouts. If your pre-rendered page takes too long:

  • GPTBot: Appears to timeout around 30 seconds
  • ClaudeBot: Similar behavior
  • PerplexityBot: Slightly more patient

Optimization priorities:

  1. Cache everything possible - First hit renders, subsequent hits serve cached
  2. Prioritize above-fold content - Make sure critical content renders first
  3. Lazy load images - But include alt text in initial HTML
  4. Minimize third-party scripts - They slow rendering

Our metrics after optimization:

  • Average render time: 2.3 seconds
  • Cache hit rate: 87%
  • Crawler success rate: 99.2%

Don’t forget structured data. Your pre-rendered pages should include schema markup. AI crawlers extract this for understanding content.

SA
StartupFounder_Amy · December 28, 2025

For anyone on a tight budget, here’s the quick-win approach:

Minimal viable dynamic rendering:

  1. Use Cloudflare Workers - $5/month plan
  2. Puppeteer in a Worker - Pre-render on demand
  3. Cache in Cloudflare - Serve cached versions

Total cost: ~$10-15/month

Code structure:

  • Worker intercepts AI crawler requests
  • Puppeteer renders the page
  • Cache stores result for 24 hours
  • Subsequent requests serve from cache

Our results:

  • Setup time: 1 weekend
  • Cost: $12/month
  • AI visibility: From zero to appearing in ChatGPT within 6 weeks

It’s not as robust as Prerender.io or Next.js, but it works for startups.

AR
AgencyDirector_Rachel · December 27, 2025

Client case study perspective:

Client situation:

  • Large ecommerce site (50k products)
  • Angular SPA with client-side rendering
  • Zero AI visibility
  • Competitors dominating AI recommendations

Implementation:

  • Prerender.io (chose managed for their scale)
  • Enterprise plan for high-volume caching
  • Custom integration with their CMS

Timeline:

  • Week 1-2: Integration
  • Week 3-4: Cache warming (50k pages)
  • Month 2: First AI citations detected
  • Month 3: 340% increase in AI visibility

Cost-benefit:

  • Prerender.io cost: $499/month (enterprise)
  • Additional AI-driven traffic value: ~$15k/month
  • ROI: Clear win

Key learning:

For large sites, the cache warming phase is critical. You can’t wait for AI crawlers to discover all your pages. Pre-render proactively.

WM
WebStandardsAdvocate_Mike · December 27, 2025

Controversial take: maybe stop building JavaScript-heavy sites?

The broader picture:

  • AI crawlers can’t render JS
  • Some users have JS disabled
  • Slow networks struggle with JS bundles
  • Accessibility tools often struggle with SPAs

Progressive enhancement:

Consider building sites that work without JavaScript, then enhance with JS:

  1. Server renders full HTML
  2. JavaScript adds interactivity
  3. Works for everyone - humans and bots

Modern tools that help:

  • Astro (partial hydration)
  • SvelteKit (SSR by default)
  • Next.js (hybrid rendering)
  • Nuxt (same approach)

Dynamic rendering is a workaround for a problem we created. The real solution is building accessible-by-default.

FM
FrontendLead_Marcus OP Frontend Engineering Lead · December 27, 2025

This thread gave me a clear path forward. Here’s our plan:

Short-term (next 2 weeks):

  • Implement Rendertron for immediate AI visibility
  • User agent detection for GPTBot, ClaudeBot, PerplexityBot
  • 24-hour cache TTL with event-based invalidation

Medium-term (next quarter):

  • Evaluate Next.js migration for key pages
  • A/B test SSR vs dynamic rendering performance
  • Build monitoring dashboard for AI crawler access

Long-term (6 months):

  • Full migration to hybrid rendering framework
  • Server-side rendering for all indexable content
  • Client-side enhancement for interactivity

Key metrics I’ll track:

  • AI crawler success rate (target: >95%)
  • Time to first AI citation
  • Citation volume over time
  • Cache efficiency

The investment breakdown:

  • Rendertron hosting: ~$50/month
  • Engineering time: 2 weeks
  • Expected ROI: AI visibility within 60 days

Thanks everyone. The data on crawler behavior and implementation details were exactly what I needed.

For anyone else with JS-heavy sites: this is no longer optional. AI crawlers are a significant traffic source and they can’t see your JavaScript content.

Have a Question About This Topic?

Get personalized help from our team. We'll respond within 24 hours.

Frequently Asked Questions

Warum können KI-Crawler JavaScript-Inhalte nicht sehen?
Die meisten KI-Crawler, einschließlich GPTBot, ClaudeBot und PerplexityBot, können kein JavaScript ausführen. Sie sehen nur die anfängliche HTML-Antwort Ihres Servers. Das bedeutet, dass alle Inhalte, die dynamisch über JavaScript geladen werden, für KI-Systeme unsichtbar sind und Ihre Sichtbarkeit in KI-generierten Antworten beeinträchtigen.
Was ist dynamisches Rendering für KI?
Dynamisches Rendering liefert vorgerendertes HTML an KI-Crawler, während Benutzer clientseitig gerenderte Inhalte erhalten. Es erkennt Crawler-User-Agents und leitet sie auf statische HTML-Versionen Ihrer Seiten weiter, sodass KI-Systeme auf alle Ihre Inhalte zugreifen können.
Wie implementiere ich dynamisches Rendering?
Implementieren Sie dynamisches Rendering mit Diensten wie Prerender.io, Rendertron oder individuellen Lösungen. Konfigurieren Sie Ihre Server-Middleware so, dass sie KI-Crawler-User-Agents (GPTBot, ClaudeBot, PerplexityBot) erkennt und diesen vorgerenderte HTML-Versionen Ihrer Seiten bereitstellt.

Überwachen Sie den Zugriff von KI-Crawlern auf Ihre Website

Verfolgen Sie, wie GPTBot, ClaudeBot und PerplexityBot auf Ihre Inhalte zugreifen. Stellen Sie sicher, dass Ihr dynamisches Rendering für KI-Sichtbarkeit funktioniert.

Mehr erfahren