🏗️ Architectural Benchmark — Framework Battle

Express vs FastAPI

Aggregate AI readiness comparison across 48731 production sites. This compares all sites built on each framework, not the framework websites themselves.

Express
49
Avg ACRI Score
48635 sites analyzed
VS
FastAPI
41
Avg ACRI Score
96 sites analyzed
🏆 Express wins 5 of 8 metrics (3 to FastAPI, 0 ties)

📊 Visual Comparison

Express   FastAPI

🎯 ACRI Score
49.1
41.0
🤖 AI Readiness
56.7
60.9
📊 Token Bloat
170.0×
41.6×
👻 Ghost Ratio
11%
13%
🏷️ Schema Coverage
1.1
0.4
📋 Schema Adoption
21%
15%
🔓 GPTBot Access
78%
91%
📐 Structure Score
9.2
4.8

In a head-to-head framework comparison using 48731 production sites, Express takes the lead over FastAPI across the majority of AI visibility metrics. Express sites average an ACRI score of 49.1 compared to 41.0 for FastAPI—a meaningful 8-point gap that reflects real differences in how AI crawlers experience these sites. Token efficiency strongly favors FastAPI (41.6×) over Express (170.0×)—a 76% difference that directly impacts AI processing costs. On schema coverage, Express averages 1.1 structured data types per site vs 0.4 for FastAPI—2.8× more out-of-the-box schema markup. Note: These are aggregate statistics across 48635 Express and 96 FastAPI production deployments. Your specific implementation may differ—run a free scan to check.

📋 Metric-by-Metric Breakdown

Metric Express (n=48635) FastAPI (n=96) Δ% Winner
🎯 ACRI Score 49.1WIN 41.0 16% Express
🤖 AI Readiness 56.7 60.9WIN 7% FastAPI
📊 Token Bloat 170.0× 41.6×WIN 76% FastAPI
👻 Ghost Ratio 11%WIN 13% 14% Express
🏷️ Schema Coverage 1.1WIN 0.4 64% Express
📋 Schema Adoption 21%WIN 15% 30% Express
🔓 GPTBot Access 78% 91%WIN 14% FastAPI
📐 Structure Score 9.2WIN 4.8 48% Express

Express Aggregate Stats

Sites Analyzed48635
Avg ACRI49.1
Median ACRI50.0
ACRI Stddev±14.7
Avg Token Bloat170.0×
Median Token Bloat4.7×
Avg Ghost Ratio11%
Avg Schema Count1.1
GPTBot Blocked22%

FastAPI Aggregate Stats

Sites Analyzed96
Avg ACRI41.0
Median ACRI42.5
ACRI Stddev±14.5
Avg Token Bloat41.6×
Median Token Bloat5.0×
Avg Ghost Ratio13%
Avg Schema Count0.4
GPTBot Blocked9%

🔍 How Does Your Implementation Compare?

These are aggregate stats across thousands of sites. Your specific Express or FastAPI implementation may outperform or underperform the average.

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