Vendor website benchmark · category
Content and GEO vendors, measured on their own websites
Content and generative-engine-optimisation platforms. What each vendor's own site serves to crawlers, not what its editor produces for a customer.
Listed
20
Currently measurable
20
Median website score
81
Categories are editorial and unscored; membership never moves a score. Ungraded vendors sort after measured ones and are never coerced to zero. Score version 34.
| Vendor | Website score | Reach | Read | Quote | Findings | llms.txt | Entity map | Measured |
|---|---|---|---|---|---|---|---|---|
| Machined machined.ai | 93 A | 100 | 91 | 84 | 4 | absent | absent | 2026-10-31 17:03Z |
| SEOWriting.ai seowriting.ai | 92 A | 91 | 89 | 95 | 3 | present | absent | 2026-10-24 20:05Z |
| Koala koala.sh | 88 A | 95 | 85 | 81 | 2 | absent | absent | 2026-10-30 13:04Z |
| Junia AI junia.ai | 86 C | 95 | 88 | 73 | 4 | absent | absent | 2026-10-30 11:33Z |
| MarketMuse marketmuse.com | 85 C | 89 | 83 | 83 | 6 | absent | absent | 2026-10-30 21:04Z |
| Writesonic writesonic.com | 84 C | 90 | 81 | 80 | 3 | present | absent | 2026-10-26 05:34Z |
| Scalenut scalenut.com | 83 B | 87 | 80 | 80 | 4 | absent | absent | 2026-11-01 08:36Z |
| NeuronWriter neuronwriter.com | 82 C | 87 | 82 | 74 | 4 | present | absent | 2026-10-31 18:03Z |
| SEOVendor seovendor.co | 82 C | 84 | 83 | 77 | 4 | absent | absent | 2026-11-01 17:06Z |
| WordLift wordlift.io | 82 C | 90 | 79 | 75 | 3 | present | absent | 2026-11-02 00:06Z |
| Frase frase.io | 79 C | 94 | 84 | 54 | 3 | present | absent | 2026-10-26 06:34Z |
| InLinks inlinks.com | 79 C | 80 | 76 | 80 | 6 | absent | absent | 2026-10-30 09:03Z |
| Surfer surferseo.com | 74 C | 89 | 67 | 62 | 7 | absent | absent | 2026-11-02 11:07Z |
| Clearscope clearscope.io | 73 D | 81 | 82 | 52 | 4 | absent | absent | 2026-11-02 10:35Z |
| Content at Scale contentatscale.ai | 70 B | 79 | 68 | 61 | 3 | absent | absent | 2026-10-26 22:04Z |
| Article Forge articleforge.com | 69 D | 76 | 71 | 57 | 4 | absent | absent | 2026-11-02 17:33Z |
| Byword byword.ai | 68 C | 88 | 85 | 25 | 3 | present | absent | 2026-10-26 16:35Z |
| Alli AI alli.ai | 65 C | 79 | 75 | 35 | 4 | absent | absent | 2026-10-26 09:04Z |
| LongShot AI longshot.ai | 64 D | 86 | 82 | 15 | 4 | absent | absent | 2026-10-30 17:35Z |
| Outranking outranking.io | 31 F | 25 | 40 | — | 3 | absent | absent | 2026-10-29 19:06Z |
Compare within this category
Open any two to four of these side by side: /directory/compare/machined/seowriting — slugs in any order resolve to one canonical page.