Technology & SaaS · 85 sites audited · March 22, 2026
56
AISO Score
48
AEO
90
SEO
47
Readability
46
Engagement
A procurement manager asks ChatGPT: "Best project management software for agencies." Your SaaS product fits perfectly. But your homepage is a hero image, three buzzwords, and a "Book a Demo" button. Across 85 B2B SaaS sites, the average AISO score is 56/100. SEO averages 90. AEO sits at 48.
Engagement scores 46 and readability hits 47. A total of 28% score below 50. SaaS companies spend millions on paid acquisition. Their organic and AI channels are severely underbuilt.
Schema markup is missing from 22% of SaaS sites. Without it, AI engines cannot understand your product category, features, or pricing model.
B2B SaaS is defined as software sold to businesses on a subscription basis, delivered over the internet without requiring installation. This model depends on a steady flow of new leads. AI search is becoming a primary source.
When buyers ask AI for software recommendations, the AI reads product pages, feature lists, and comparison content. SaaS companies that gate everything behind demo requests lose this entire channel. AI cannot fill out forms.
Feature page architecture refers to the practice of creating dedicated web pages for each major product feature, with detailed descriptions, screenshots, and use cases. This architecture helps both SEO and AI discoverability.
SaaS companies that make product details publicly visible will capture the growing wave of AI-driven buyer research.
28%
Score Below 50
22%
No Schema Markup
13%
No Open Graph Tags
48/100
Avg AI Engine Score
Domains are partially blurred. Scores range from 0 to 100.
| # | Domain | AISO | Grade | AEO | SEO | Read. | Eng. |
|---|---|---|---|---|---|---|---|
| 1 | grow*******.com | 85 | A | 86 | 100 | 85 | 71 |
| 2 | fundra**********.com | 78 | B | 70 | 100 | 87 | 59 |
| 3 | growths************.com | 75 | B | 83 | 98 | 66 | 56 |
| 4 | strat*******.com | 74 | B | 73 | 90 | 77 | 59 |
| 5 | builti*********.com | 73 | B | 71 | 93 | 91 | 40 |
| 6 | pipe******.digital | 73 | B | 70 | 95 | 84 | 49 |
| 7 | sa**.group | 73 | B | 56 | 99 | 88 | 59 |
| 8 | mynam********.com | 72 | B | 61 | 99 | 79 | 57 |
| 9 | soci******.com | 71 | B | 64 | 97 | 60 | 69 |
| 10 | built*********.org | 70 | B | 75 | 88 | 80 | 40 |
| 11 | double**********.net | 69 | C | 52 | 94 | 80 | 59 |
| 12 | np**.net | 67 | C | 58 | 100 | 79 | 38 |
| 13 | gene*****.com | 67 | C | 79 | 95 | 37 | 59 |
| 14 | saa*****.com | 66 | C | 63 | 88 | 70 | 47 |
| 15 | built********.com | 65 | C | 71 | 93 | 59 | 40 |
| 16 | clear*******.com | 64 | C | 30 | 98 | 95 | 46 |
| 17 | tankn*******.com | 63 | C | 40 | 100 | 69 | 54 |
| 18 | ma***.com | 63 | C | 53 | 100 | 67 | 40 |
| 19 | epicp*******.com | 62 | C | 48 | 94 | 71 | 46 |
| 20 | drag*******.com | 62 | C | 46 | 97 | 76 | 40 |
| 21 | adv*****.io | 62 | C | 54 | 99 | 67 | 37 |
| 22 | shar******.com | 62 | C | 40 | 95 | 67 | 55 |
| 23 | trip******.com | 62 | C | 73 | 100 | 42 | 38 |
| 24 | bui****.com | 61 | C | 61 | 95 | 36 | 60 |
| 25 | thete*********.com | 61 | C | 30 | 85 | 76 | 63 |
| 26 | thes******.com | 61 | C | 42 | 90 | 57 | 64 |
| 27 | tortoisea**************.com | 61 | C | 40 | 95 | 90 | 30 |
| 28 | adv*****.com | 61 | C | 40 | 94 | 78 | 41 |
| 29 | renega***********.com | 60 | C | 52 | 90 | 65 | 40 |
| 30 | go***.com | 60 | C | 40 | 97 | 76 | 40 |
| 31 | jbb*****.net | 60 | C | 40 | 94 | 63 | 53 |
| 32 | flo*****.co | 60 | C | 78 | 100 | 32 | 35 |
| 33 | mthi******.org | 60 | C | 70 | 93 | 30 | 53 |
| 34 | goddigi************.com | 59 | D | 58 | 82 | 38 | 64 |
| 35 | salar*******.com | 59 | D | 40 | 97 | 46 | 64 |
| 36 | ycom*******.com | 58 | D | 61 | 96 | 34 | 47 |
| 37 | ascen********.com | 58 | D | 43 | 70 | 67 | 57 |
| 38 | dev****.com | 58 | D | 78 | 97 | 10 | 49 |
| 39 | tar*****.com | 57 | D | 30 | 97 | 39 | 74 |
| 40 | th**.ai | 57 | D | 63 | 89 | 31 | 51 |
| 41 | panb******.com | 56 | D | 35 | 84 | 74 | 42 |
| 42 | saas******.us | 56 | D | 35 | 80 | 66 | 52 |
| 43 | call******.com | 55 | D | 48 | 100 | 25 | 59 |
| 44 | fint******.com | 55 | D | 56 | 90 | 50 | 31 |
| 45 | outsour*************.com | 55 | D | 58 | 100 | 20 | 52 |
| 46 | shi****.co | 55 | D | 60 | 77 | 36 | 52 |
| 47 | arc*****.com | 54 | D | 48 | 99 | 28 | 52 |
| 48 | iex***.co | 54 | D | 42 | 91 | 46 | 45 |
| 49 | age*****.semrush.com | 53 | D | 38 | 90 | 56 | 37 |
| 50 | inf****.com | 53 | D | 38 | 78 | 55 | 47 |
| 51 | digit********.com | 53 | D | 42 | 97 | 26 | 59 |
| 52 | built*********.com | 53 | D | 48 | 96 | 36 | 40 |
| 53 | appe*****.com | 52 | D | 40 | 98 | 34 | 47 |
| 54 | ora***.com | 52 | D | 58 | 100 | 19 | 40 |
| 55 | opsc******.com | 52 | D | 38 | 95 | 20 | 67 |
| 56 | beaufo*********.com | 52 | D | 52 | 80 | 43 | 40 |
| 57 | perfo*******.com | 52 | D | 50 | 99 | 22 | 46 |
| 58 | sea*****.ai | 51 | D | 45 | 98 | 10 | 62 |
| 59 | seed*****.com | 50 | D | 28 | 85 | 56 | 42 |
| 60 | upnor*******.co | 50 | D | 20 | 100 | 48 | 46 |
| 61 | vanngro***********.com | 50 | D | 30 | 85 | 49 | 47 |
| 62 | soluti**********.com | 49 | F | 32 | 100 | 24 | 54 |
| 63 | launc*******.com | 48 | F | 52 | 82 | 24 | 38 |
| 64 | powerg***********.com | 48 | F | 40 | 95 | 28 | 40 |
| 65 | 8**.software | 48 | F | 38 | 95 | 36 | 35 |
| 66 | ag***.com | 47 | F | 40 | 95 | 28 | 37 |
| 67 | f**.com | 46 | F | 35 | 47 | 91 | 15 |
| 68 | conce*******.com | 46 | F | 40 | 100 | 10 | 47 |
| 69 | bl**.foundersuite.com | 46 | F | 40 | 100 | 10 | 47 |
| 70 | sale******.io | 46 | F | 40 | 100 | 10 | 45 |
| 71 | eff***.com | 46 | F | 23 | 92 | 52 | 31 |
| 72 | tech*****.org | 44 | F | 25 | 67 | 45 | 47 |
| 73 | nex****.org | 44 | F | 40 | 100 | 10 | 37 |
| 74 | h**.net | 44 | F | 30 | 82 | 42 | 32 |
| 75 | ard***.vc | 44 | F | 40 | 80 | 40 | 23 |
| 76 | zig****.com | 43 | F | 40 | 100 | 10 | 35 |
| 77 | greg*****.com | 43 | F | 47 | 80 | 10 | 40 |
| 78 | ni***.com | 42 | F | 15 | 82 | 36 | 50 |
| 79 | high*****.com | 39 | F | 40 | 93 | 10 | 25 |
| 80 | haip*****.com | 39 | F | 40 | 70 | 10 | 40 |
| 81 | aus*****.com | 38 | F | 33 | 80 | 10 | 38 |
| 82 | gol***.com | 38 | F | 33 | 80 | 10 | 37 |
| 83 | aero*****.com | 37 | F | 30 | 15 | 89 | 10 |
| 84 | ro**.northeastern.edu | 36 | F | 33 | 55 | 10 | 52 |
| 85 | saa*****.co | 33 | F | 25 | 75 | 10 | 33 |
Each website was scored using AISO Studio's production scoring engine across four dimensions:
85 sites collected across US states using geographic search queries. Scores reflect the state of each website at time of audit.
The average b2b saas website scores 56/100. Get a free audit to see where you stand and how to improve your AI search readiness.
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