VERTICAL BENCHMARK · SAAS & CLOUD
SaaS & Cloud
Cloud platforms and SaaS products with the highest compression potential.
Cloud and SaaS homepages serve AI agents up to 74× more tokens than a structured SOM response.
Avg Compression
45.4x
Peak Compression
89.7x
AWS
Sites Measured
10
SaaS & Cloud Rankings
Sorted by compression ratio · 10 sites
| RANK | SITE | HTML TOKENS | SOM TOKENS | COMPRESSION |
|---|---|---|---|---|
| 1 | AWSaws.amazon.com | 520K | 6K | |
| 2 | Google Cloudcloud.google.com | 523K | 7K | |
| 3 | Stripestripe.com | 94K | 2K | |
| 4 | Shopifyshopify.com | 94K | 2K | |
| 5 | Linearlinear.app | 78K | 2K | |
| 6 | Figmafigma.com | 88K | 2K | |
| 7 | Atlassianatlassian.com | 115K | 3K | |
| 8 | Notionnotion.so | 102K | 3K | |
| 9 | Airtableairtable.com | 95K | 3K | |
| 10 | Vercelvercel.com | 240K | 12K |
Cost Savings Estimate
Based on GPT-4o input pricing ($2.50/1M tokens) · SaaS & Cloud average compression
5,000 pages/day
Est. Monthly Savings
$71490.15
What This Means
SaaS platforms and cloud documentation are the backbone of AI coding agents. Every API call lookup, every configuration reference, every troubleshooting query hits these pages. With compression ratios as high as 118×, cloud providers are sending vast amounts of navigation chrome, marketing copy, and framework overhead that agents immediately discard. SOM strips this down to exactly what the agent needs.
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