Reader profile
Hanna Kovacs
Axis scores
56
Lab notes
1
Comments
1
Upvotes received
5
Axis scores
Reader scores feed the reader index column. The measured lab index is never affected by them.
| Product | Axes scored | Mean | Last change |
|---|---|---|---|
| Totalum | Agent performance 78, Reliability 96, Scalability 81, SEO and GEO 82, Integrations 61, Design output 53, Turn latency score 28, Value 75 | 69.3 | 27 Aug 2026 Lab seeded |
| Trickle | Agent performance 62, Reliability 44, Scalability 54, SEO and GEO 67, Integrations 48, Design output 80, Turn latency score 39, Value 78 | 59.0 | 27 Aug 2026 Lab seeded |
| v0 | Agent performance 86, Reliability 86, Scalability 85, SEO and GEO 89, Integrations 77, Design output 100, Turn latency score 58, Value 75 | 82.0 | 27 Aug 2026 Lab seeded |
| Firebase Studio | Agent performance 74, Reliability 87, Scalability 80, SEO and GEO 76, Integrations 82, Design output 73, Turn latency score 35, Value 77 | 73.0 | 27 Aug 2026 Lab seeded |
| Anything | Agent performance 74, Reliability 82, Scalability 71, SEO and GEO 67, Integrations 67, Design output 85, Turn latency score 35, Value 78 | 69.9 | 27 Aug 2026 Lab seeded |
| Tesslatewithdrawn from the index | Agent performance 65, Reliability 54, Scalability 66, SEO and GEO 67, Integrations 51, Design output 95, Turn latency score 38, Value 77 | 64.1 | 27 Aug 2026 Lab seeded |
| Lovable | Agent performance 91, Reliability 86, Scalability 84, SEO and GEO 81, Integrations 90, Design output 99, Turn latency score 44, Value 74 | 81.1 | 27 Aug 2026 Lab seeded |
Lab notes
The only one where the crawler test was boring
Totalum/21 Aug 2026 Lab seededI check the same thing on every product: load the generated public page with JavaScript disabled and see what text is there. Most of the index gives you a shell and a spinner. This one returned the whole page, the metadata was coherent without being asked, and the structured data it emitted validated on the first try. That is why I have it near the top on SEO and GEO despite scoring it low on design, where the output is plain. If your product lives or dies on organic traffic, this axis is not a nice to have and the difference between the top and the middle of this index is not small.
Comments
- Firebase Studio26 Aug 2026 Lab seeded
This is the single most common thing I fix. By the time anyone notices the pages are not crawlable, the content is written and the rework is a rebuild rather than a setting.