Every score for every platform on one page — 44 platforms · 10 categories · 184 criteria
| Composite Scores | ||||||||||||||||||||||||||||||||||||||||||||
| Suite Capability | 67 | ⭐76 | 52 | 59 | 63 | 45 | 69 | 69 | 64 | 51 | 55 | 54 | 53 | 59 | 60 | 60 | 43 | 44 | 61 | 57 | 61 | ☠️39 | 45 | 60 | 62 | 61 | 71 | 67 | 54 | 47 | 64 | 57 | 66 | 57 | 73 | 58 | 62 | 50 | 59 | 64 | 60 | 56 | 59 | 61 |
| Cost Efficiency | 42 | 25 | 62 | 46 | 46 | 66 | 64 | 68 | 41 | 68 | 70 | 71 | 64 | 54 | 73 | 68 | 75 | 29 | 67 | 67 | 48 | 69 | 42 | 66 | 45 | 48 | 40 | 45 | ⭐79 | 70 | 41 | 34 | 75 | ☠️24 | 40 | 42 | 72 | 73 | 72 | 55 | 63 | 76 | 58 | 53 |
| Build Simplicity | 48 | ☠️25 | 67 | 54 | 48 | 48 | 64 | 71 | 49 | 68 | 68 | 71 | 69 | 58 | 54 | 58 | 67 | 31 | 63 | 68 | 55 | 54 | 39 | 68 | 45 | 55 | 55 | 58 | 65 | ⭐72 | 53 | 45 | 72 | 33 | 63 | 43 | 70 | 70 | 67 | 65 | 66 | 63 | 62 | 58 |
| Operational Ease | 50 | 41 | 69 | 53 | 53 | 48 | 62 | 68 | 49 | 62 | 59 | 66 | 46 | 54 | 50 | 53 | 64 | 37 | 64 | 63 | 51 | 49 | 40 | ⭐70 | 43 | 48 | 51 | 66 | 47 | 66 | 44 | 58 | 65 | ☠️33 | 54 | 65 | 62 | 50 | 61 | 66 | 64 | 54 | 61 | 59 |
| Platform Velocity | 64 | 74 | 56 | 62 | 54 | 53 | 73 | 67 | 53 | 52 | 66 | 65 | 68 | 56 | 73 | 74 | 65 | 42 | 78 | 66 | 51 | 41 | ☠️39 | 62 | 56 | 56 | 68 | 63 | 74 | 62 | 59 | 72 | 78 | 45 | 68 | 54 | 69 | 73 | 69 | 59 | 75 | 79 | ⭐80 | 72 |
| Use-Case Fit | ||||||||||||||||||||||||||||||||||||||||||||
| Marketing | 63 | ⭐80 | 46 | 62 | 57 | 46 | 52 | 62 | 63 | 40 | 42 | 45 | 36 | 52 | 56 | 56 | 49 | 36 | 73 | 41 | 64 | ☠️31 | 55 | 43 | 62 | 60 | 70 | 64 | 38 | 45 | 64 | 44 | 51 | 65 | 76 | 62 | 55 | 37 | 52 | 61 | 63 | 54 | 60 | 57 |
| Commerce | 49 | 66 | 33 | ⭐68 | 37 | 32 | 34 | 44 | 55 | 34 | 45 | 37 | 32 | 35 | 51 | 48 | 22 | ☠️20 | 33 | 36 | 36 | 22 | 44 | 30 | 54 | 40 | 65 | 49 | 31 | 31 | 44 | 42 | 40 | 43 | 54 | 33 | 37 | 31 | 40 | 43 | 35 | 50 | 50 | 42 |
| Intranet | 46 | 44 | 24 | 24 | 37 | 39 | 30 | 34 | 30 | 28 | 25 | 24 | 29 | 33 | 57 | 44 | 24 | 49 | 26 | 28 | 48 | 30 | 33 | 29 | ⭐65 | 40 | 43 | 37 | 29 | 21 | 41 | 56 | 34 | 45 | 44 | 54 | 28 | 32 | 38 | ☠️18 | 18 | 34 | 35 | 28 |
| Multi-Brand | 62 | ⭐77 | 40 | 51 | 56 | 47 | 41 | 51 | 54 | 38 | 40 | 33 | 34 | 50 | 55 | 50 | 23 | 50 | 37 | 39 | 60 | ☠️23 | 43 | 34 | 60 | 54 | 56 | 52 | 34 | 39 | 55 | 46 | 47 | 60 | 66 | 56 | 48 | 24 | 45 | 55 | 43 | 46 | 51 | 45 |
| 1. Core Content Management | ||||||||||||||||||||||||||||||||||||||||||||
| 1. Core Content Management | 72 | ⭐82 | 66 | 61 | 69 | 55 | 78 | 79 | 71 | 57 | 66 | 74 | 67 | 68 | 68 | 66 | ☠️45 | 53 | 54 | 75 | 64 | 48 | 56 | 74 | 67 | 66 | 75 | 70 | 71 | 59 | 65 | 52 | 78 | 63 | 73 | 65 | 75 | 63 | 64 | 72 | 61 | 58 | 63 | 67 |
| Content Modeling | ||||||||||||||||||||||||||||||||||||||||||||
1.1.1Content type flexibility | ⭐88 | 87 | 68 | 71 | 78 | 60 | 78 | 80 | 74 | 64 | 80 | 76 | 80 | 72 | 86 | 85 | ☠️30 | 55 | 55 | 82 | 66 | 45 | 63 | 72 | 72 | 72 | 88 | 76 | 88 | 70 | 65 | 50 | 88 | 72 | 73 | 64 | 78 | 76 | 76 | 70 | 62 | 65 | 66 | 70 |
1.1.2Content relationships | 80 | 78 | 58 | 57 | 72 | 60 | 68 | 66 | 72 | 58 | 75 | 70 | 82 | 72 | 80 | 78 | 32 | 48 | 46 | 84 | 62 | ☠️30 | 55 | 64 | 66 | 60 | 78 | 70 | ⭐86 | 58 | 66 | 52 | 82 | 65 | 70 | 62 | 61 | 65 | 64 | 60 | 55 | 57 | 58 | 66 |
1.1.3Structured content & composition | 84 | 85 | 68 | 72 | 74 | 58 | 72 | 77 | 72 | 60 | 80 | 82 | 70 | 70 | 76 | 75 | 50 | 50 | 55 | 80 | 68 | ☠️38 | 60 | 75 | 63 | 70 | 84 | 78 | 88 | 68 | 62 | 40 | ⭐90 | 70 | 80 | 68 | 82 | 73 | 72 | 84 | 55 | 64 | 68 | 68 |
1.1.4Content validation | 76 | 68 | 60 | 60 | 76 | 55 | 74 | 64 | 70 | 60 | 70 | 74 | 74 | 60 | 78 | 74 | 30 | 45 | 50 | 70 | 63 | 40 | 62 | 60 | 68 | 63 | 78 | 62 | ⭐85 | ☠️25 | 60 | 50 | 80 | 60 | 67 | 60 | 62 | 68 | 68 | 64 | 50 | 50 | 52 | 66 |
1.1.5Versioning, history & rollback | 76 | 85 | 70 | 64 | 74 | 70 | 78 | ⭐86 | 74 | 58 | 64 | 70 | 72 | 64 | 74 | 68 | 46 | 55 | 58 | 66 | 66 | 62 | 70 | 72 | 70 | 70 | 86 | 72 | 80 | 68 | 70 | ☠️45 | 80 | 72 | 84 | 70 | 76 | 56 | 72 | 80 | 56 | 68 | 68 | 68 |
1.1.6Taxonomy & metadata management | 84 | ⭐88 | 45 | 64 | 68 | 66 | 80 | 80 | 78 | 42 | 66 | 50 | 50 | 72 | 82 | 80 | 44 | 66 | ☠️35 | 72 | 72 | 68 | 62 | 80 | 80 | 66 | 68 | 74 | 52 | 42 | 78 | 55 | 60 | 66 | 58 | 70 | 74 | 40 | 52 | 50 | 42 | 74 | 74 | 72 |
| Authoring, Collaboration & Governance | ||||||||||||||||||||||||||||||||||||||||||||
1.2.1Preview & in-context editing | 74 | 90 | 78 | 84 | 64 | 72 | 76 | 84 | 78 | 58 | 64 | 84 | 74 | 80 | 58 | 68 | 58 | 60 | 72 | 72 | 68 | ☠️46 | 63 | 82 | 64 | 80 | 85 | 82 | 70 | 70 | 66 | 55 | 87 | 62 | 84 | 74 | ⭐91 | 68 | 60 | 90 | 82 | 60 | 64 | 68 |
1.2.2Rich text & embedded content | 70 | 78 | 58 | 55 | 66 | 55 | 75 | 76 | 68 | 62 | 70 | 84 | 60 | 73 | 66 | 66 | 66 | 54 | 58 | 74 | 64 | 55 | 55 | 66 | 60 | 65 | 70 | 70 | 84 | 62 | 60 | ☠️42 | ⭐85 | 58 | 68 | 60 | 76 | 65 | 68 | 66 | 55 | 68 | 68 | 65 |
1.2.3Media library & image handling | 72 | ⭐92 | 76 | ☠️50 | 70 | 52 | 76 | 82 | 74 | 68 | 76 | 84 | 72 | 74 | 68 | 70 | 52 | 60 | 62 | 74 | 63 | 50 | 50 | 74 | 62 | 75 | 72 | 66 | 68 | 72 | 64 | 50 | 85 | 60 | 70 | 70 | 80 | 63 | 72 | 77 | 60 | 54 | 62 | 66 |
1.2.4Real-time collaboration | 40 | 62 | 76 | 47 | 66 | 45 | 62 | 62 | 62 | 52 | 46 | 62 | 72 | 55 | 42 | 40 | 38 | 40 | 45 | 60 | 52 | ☠️30 | 40 | 72 | 45 | 48 | 55 | 55 | 55 | 70 | 50 | 30 | ⭐88 | 35 | 48 | 56 | 58 | 38 | 36 | 55 | 80 | 54 | 80 | 60 |
1.2.5Editorial workflow & approvals | 68 | ⭐86 | 48 | 60 | 78 | 55 | 72 | 85 | 82 | 40 | 38 | 66 | 52 | 78 | 68 | 58 | ☠️30 | 70 | 52 | 68 | 68 | 62 | 72 | 80 | 80 | 70 | 68 | 63 | 45 | 32 | 66 | 62 | 64 | 76 | 82 | 72 | 74 | 60 | 58 | 72 | 56 | 50 | 58 | 72 |
1.2.6Scheduling, releases & publishing control | 66 | 80 | 64 | 74 | 66 | 62 | ⭐85 | 82 | 70 | 63 | 60 | 62 | ☠️42 | 70 | 60 | 64 | 58 | 64 | 62 | 72 | 56 | 63 | 60 | 68 | 62 | 62 | 72 | 64 | 62 | 66 | 64 | 65 | 76 | 46 | 70 | 64 | 72 | 67 | 64 | 77 | 64 | 60 | 60 | 63 |
1.2.7Localization model | 78 | 76 | 62 | 55 | 58 | 52 | ⭐88 | 85 | 66 | 54 | 70 | 82 | 64 | 62 | 82 | 76 | ☠️22 | 55 | 55 | 80 | 73 | 60 | 57 | 82 | 72 | 74 | 85 | 80 | 82 | 56 | 74 | 58 | 64 | 85 | 84 | 66 | 77 | 64 | 78 | 76 | 66 | 50 | 48 | 68 |
1.2.8Roles, permissions & content governance | 64 | 82 | 60 | 42 | 62 | 58 | 80 | 76 | 64 | 50 | 60 | 66 | 66 | 62 | 68 | 60 | ☠️30 | 60 | 60 | 62 | 63 | 57 | 60 | 66 | 80 | 62 | 66 | 64 | 70 | 50 | 68 | 62 | 62 | 74 | 67 | 60 | ⭐84 | 63 | 64 | 64 | 66 | 48 | 55 | 62 |
| Content Delivery | ||||||||||||||||||||||||||||||||||||||||||||
1.3.1API delivery model | 78 | 82 | 76 | 66 | 76 | ☠️50 | ⭐89 | 82 | 78 | 66 | 78 | 80 | 84 | 76 | 78 | 72 | 60 | 55 | 55 | 85 | 74 | 52 | 50 | 78 | 74 | 72 | 82 | 80 | 86 | 76 | 74 | 63 | 83 | 66 | 76 | 62 | 78 | 78 | 70 | 70 | 60 | 72 | 74 | 76 |
1.3.2CDN and edge delivery | 72 | ⭐88 | 74 | 62 | 66 | 38 | 82 | 81 | 66 | 68 | 58 | 82 | 45 | 62 | 42 | 42 | 48 | 35 | 70 | 77 | 62 | ☠️28 | 35 | 78 | 55 | 55 | 70 | 72 | 35 | 70 | 60 | 57 | 75 | 42 | 78 | 72 | 78 | 44 | 52 | 84 | 72 | 42 | 82 | 72 |
1.3.3Webhooks & events | 55 | 79 | 74 | 52 | 66 | 32 | 80 | ⭐82 | 64 | 46 | 58 | 76 | 60 | 50 | 45 | 45 | 62 | ☠️28 | 38 | 80 | 40 | 28 | 32 | 76 | 55 | 45 | 56 | 60 | 50 | 50 | 62 | 40 | 76 | 54 | 60 | 58 | 65 | 56 | 58 | 80 | 62 | 45 | 42 | 52 |
1.3.4Multi-channel output | 65 | 82 | 70 | 60 | 64 | 45 | ⭐90 | 83 | 66 | 60 | 62 | 78 | 72 | 66 | 62 | 60 | 60 | 45 | ☠️40 | 80 | 58 | 42 | 42 | 80 | 63 | 60 | 76 | 68 | 74 | 58 | 62 | 52 | 80 | 52 | 75 | 56 | 84 | 70 | 62 | 74 | 52 | 54 | 56 | 66 |
| 2. Additional Platform Capabilities (DXP Features) | ||||||||||||||||||||||||||||||||||||||||||||
| 2. Additional Platform Capabilities (DXP Features) | 67 | ⭐74 | 39 | 55 | 57 | 44 | 49 | 53 | 61 | 32 | 47 | 39 | 33 | 51 | 46 | 48 | 42 | 46 | 65 | 37 | 58 | 38 | 53 | 39 | 61 | 56 | 65 | 58 | 36 | ☠️30 | 63 | 58 | 40 | 59 | 65 | 60 | 43 | 34 | 54 | 53 | 57 | 49 | 54 | 60 |
| Personalization & Experimentation | ||||||||||||||||||||||||||||||||||||||||||||
2.1.1Audience segmentation & customer data | 70 | 74 | 22 | 72 | 55 | 30 | 68 | 70 | 70 | 18 | 25 | 25 | 20 | 60 | 28 | 30 | 45 | 56 | 76 | 28 | 74 | 15 | 65 | 25 | 64 | 65 | 70 | 62 | ☠️10 | 22 | 70 | 62 | 25 | ⭐84 | 80 | 70 | 28 | 18 | 55 | 74 | 58 | 28 | 36 | 76 |
2.1.2Content personalization | 60 | 80 | 32 | 72 | 60 | 35 | 70 | 70 | 70 | 28 | 30 | 30 | ☠️25 | 66 | 30 | 32 | 45 | 60 | 70 | 52 | 72 | 25 | 62 | 38 | 62 | 70 | 70 | 55 | 28 | 30 | 72 | 66 | 52 | ⭐82 | 82 | 68 | 45 | 30 | 58 | 82 | 64 | 30 | 34 | 70 |
2.1.3Experimentation (A/B, MVT) | 66 | 68 | 40 | 64 | 56 | ☠️12 | 64 | 68 | 68 | 22 | 42 | 25 | 12 | 62 | 28 | 30 | 18 | 22 | 75 | 30 | 62 | 18 | 66 | 25 | 52 | 45 | 72 | 72 | 38 | 20 | 68 | 30 | 32 | 72 | 68 | 64 | 55 | 20 | 55 | ⭐76 | 68 | 42 | 45 | 36 |
2.1.4Recommendations | 50 | 66 | 10 | ⭐74 | 24 | 12 | 15 | 48 | 45 | ☠️8 | 12 | 15 | 10 | 25 | 20 | 15 | 12 | 15 | 18 | 8 | 30 | 15 | 35 | 40 | 48 | 40 | 58 | 60 | 8 | 10 | 58 | 35 | 8 | 28 | 52 | 45 | 8 | 10 | 12 | 55 | 15 | 35 | 56 | 15 |
| Search & Discovery | ||||||||||||||||||||||||||||||||||||||||||||
2.2.1Site search & discovery | 66 | 60 | 40 | 74 | 72 | 60 | 52 | 55 | 68 | 45 | 55 | 60 | 50 | 64 | 62 | 62 | 42 | 60 | 58 | 50 | 72 | 64 | 60 | 58 | ⭐80 | 60 | 80 | 76 | 50 | ☠️38 | 66 | 60 | 52 | 66 | 78 | 74 | 52 | 54 | 66 | 72 | 50 | 55 | 68 | 60 |
| Commerce | ||||||||||||||||||||||||||||||||||||||||||||
2.3.1Native commerce | 52 | 50 | 12 | 15 | 12 | 50 | ☠️10 | 12 | 15 | 10 | 70 | 12 | 12 | 12 | 58 | 52 | 25 | 10 | 42 | 10 | 12 | 45 | 72 | 10 | 73 | 15 | ⭐74 | 45 | 45 | 10 | 18 | 65 | 10 | 12 | 45 | 12 | 10 | 10 | 62 | 12 | 58 | 70 | 68 | 62 |
2.3.2Commerce platform integration | 55 | 57 | 50 | ⭐60 | 55 | 42 | 58 | 58 | 60 | 38 | 55 | 50 | 28 | 30 | 48 | 45 | 32 | 35 | 45 | 60 | 32 | ☠️25 | 28 | 50 | 42 | 60 | 58 | 55 | 30 | 50 | 52 | 52 | 58 | 40 | 52 | 48 | 50 | 48 | 50 | 58 | 48 | 46 | 45 | 56 |
| Analytics & Insights | ||||||||||||||||||||||||||||||||||||||||||||
2.4.1Built-in experience analytics | 52 | 64 | 35 | 60 | 52 | 32 | 58 | 45 | 66 | 64 | 15 | 25 | 30 | 52 | 15 | 28 | 65 | 32 | ⭐78 | 24 | 60 | 22 | 62 | 42 | 58 | 45 | 55 | 50 | ☠️12 | 15 | 64 | 52 | 28 | 76 | 68 | 60 | 18 | 22 | 53 | 64 | 62 | 35 | 66 | 56 |
2.4.2Analytics & tag integration | 58 | ⭐88 | 58 | 60 | 60 | 52 | 58 | 55 | 55 | 35 | 52 | 45 | 45 | 38 | 56 | 66 | 50 | 38 | 66 | 46 | 58 | 45 | 36 | 35 | 52 | 65 | 58 | 52 | ☠️28 | 35 | 66 | 55 | 35 | 52 | 58 | 56 | 40 | 36 | 48 | 58 | 65 | 58 | 58 | 68 |
| Multi-site & Global Operations | ||||||||||||||||||||||||||||||||||||||||||||
2.5.1Multi-site management | 73 | ⭐95 | 66 | 74 | 80 | 60 | 62 | 58 | 82 | 50 | 78 | 42 | 32 | 80 | 56 | 45 | ☠️18 | 70 | 58 | 50 | 74 | 30 | 68 | 68 | 80 | 80 | 80 | 72 | 60 | 48 | 74 | 65 | 66 | 78 | 86 | 78 | 70 | 28 | 72 | 66 | 55 | 62 | 64 | 72 |
2.5.3Translation management | 58 | ⭐88 | 50 | 42 | 58 | 30 | 58 | 58 | 70 | 42 | 50 | 55 | 50 | 48 | 58 | 55 | ☠️28 | 40 | 50 | 58 | 58 | 32 | 56 | 60 | 58 | 60 | 66 | 55 | 35 | 50 | 70 | 45 | 56 | 56 | 74 | 55 | 68 | 48 | 50 | 58 | 62 | 50 | 50 | 56 |
2.5.4Multi-brand governance | 66 | ⭐90 | 42 | 56 | 66 | 38 | 55 | 55 | 66 | 42 | 45 | 40 | 32 | 55 | 42 | 40 | ☠️15 | 55 | 50 | 44 | 62 | 15 | 45 | 52 | 70 | 65 | 58 | 52 | 40 | 35 | 56 | 50 | 45 | 58 | 78 | 68 | 60 | 20 | 50 | 52 | 50 | 52 | 56 | 58 |
| Digital Asset Management | ||||||||||||||||||||||||||||||||||||||||||||
2.6.1Enterprise DAM | 75 | ⭐89 | 52 | 45 | 64 | 60 | 52 | 68 | 66 | 28 | 35 | 52 | 32 | 58 | 40 | 42 | ☠️24 | 64 | 38 | 52 | 55 | 28 | 36 | 55 | 63 | 62 | 70 | 70 | 35 | 30 | 62 | 50 | 62 | 66 | 68 | 60 | 58 | 45 | 42 | 55 | 40 | 40 | 45 | 56 |
2.6.3Video & rich media | 72 | 73 | 28 | 30 | 56 | 38 | 28 | 30 | 45 | 38 | 25 | ⭐74 | 36 | 38 | 28 | 30 | 36 | 40 | 72 | 30 | 25 | 36 | 38 | 30 | 25 | 28 | 25 | 35 | 28 | ☠️22 | 38 | 25 | 64 | 28 | 52 | 38 | 25 | 30 | 35 | 40 | 28 | 28 | 30 | 38 |
| Page Building & Site Delivery | ||||||||||||||||||||||||||||||||||||||||||||
2.7.1Visual page builder & layout composition | 78 | 88 | 60 | 77 | 55 | 74 | 70 | 74 | 70 | ☠️25 | 50 | 55 | 48 | 78 | 60 | 76 | 38 | 55 | 74 | 45 | 72 | 50 | 66 | 55 | 76 | 78 | 85 | 85 | 55 | 62 | 76 | 70 | 60 | 68 | 87 | 77 | 82 | 45 | 52 | 84 | ⭐92 | 64 | 66 | 74 |
2.7.5Managed site delivery & front-end hosting | 90 | ⭐95 | 32 | 36 | 84 | 66 | 35 | 78 | 72 | 46 | 68 | 35 | 32 | 76 | 52 | 52 | 76 | 62 | 90 | ☠️30 | 78 | 52 | 50 | 30 | 80 | 66 | 84 | 70 | 42 | 35 | 70 | 82 | 30 | 63 | 44 | 82 | 32 | 30 | 68 | 35 | 93 | 55 | 93 | 80 |
| Marketing & Engagement | ||||||||||||||||||||||||||||||||||||||||||||
2.8.1Forms & data capture | 70 | 73 | 30 | 55 | 60 | 50 | 25 | 28 | 40 | 18 | 62 | 25 | 22 | 50 | 58 | 78 | 28 | 62 | ⭐80 | 18 | 72 | 50 | 66 | 15 | 60 | 60 | 76 | 66 | 52 | 15 | 70 | 58 | ☠️12 | 72 | 75 | 72 | 15 | 25 | 62 | 18 | 50 | 55 | 52 | 73 |
2.8.2Email marketing & ESP integration | 68 | 55 | 35 | 74 | 58 | 32 | 28 | 40 | 68 | 22 | 42 | 25 | 35 | 30 | 46 | 45 | 72 | 25 | ⭐75 | 32 | 45 | 45 | 66 | 25 | 30 | 48 | 55 | 45 | 25 | ☠️15 | 68 | 60 | 20 | 62 | 50 | 55 | 30 | 24 | 45 | 18 | 50 | 50 | 48 | 72 |
2.8.3Marketing automation | 72 | 60 | 24 | 74 | 42 | 15 | 18 | 38 | 70 | 20 | 30 | 18 | 25 | 25 | 30 | 38 | 36 | 30 | ⭐75 | 18 | 45 | 30 | 68 | 15 | 30 | 45 | 45 | 42 | ☠️10 | 12 | 55 | 60 | 18 | 70 | 48 | 45 | 35 | 20 | 50 | 25 | 38 | 40 | 34 | 70 |
2.8.5SEO tooling | 72 | 72 | 64 | 48 | ⭐76 | 62 | 40 | 45 | 68 | ☠️36 | 58 | 52 | 45 | 66 | 58 | 72 | 66 | 48 | 76 | 38 | 66 | 66 | 52 | 48 | 72 | 55 | 52 | 48 | 58 | 45 | 74 | 62 | 42 | 68 | 70 | 66 | 48 | 54 | 52 | 62 | 70 | 60 | 62 | 60 |
2.8.6AI search visibility | 45 | ⭐70 | 28 | ☠️15 | 48 | 18 | 55 | 32 | 58 | 24 | 28 | 28 | 18 | 30 | 40 | 30 | 64 | 22 | 52 | 24 | 50 | 28 | 22 | 30 | 50 | 15 | 62 | 50 | 28 | 18 | 58 | 35 | 28 | 26 | 64 | 30 | 28 | 30 | 44 | 28 | 55 | 42 | 42 | 36 |
| Platform Services | ||||||||||||||||||||||||||||||||||||||||||||
2.9.1App marketplace & connectors | 82 | 78 | 40 | 42 | 40 | 45 | 78 | 74 | 64 | 40 | 78 | 65 | 56 | 32 | 84 | 85 | 48 | 32 | ⭐86 | 45 | 58 | 64 | 30 | 38 | 58 | 72 | 68 | 58 | 40 | ☠️28 | 58 | 80 | 72 | 52 | 66 | 62 | 66 | 64 | 68 | 64 | 70 | 85 | 80 | 48 |
2.9.5Customer identity & authenticated experiences | 72 | 68 | 25 | 45 | 62 | 66 | 35 | 38 | 42 | ☠️24 | 58 | 30 | 50 | 64 | 60 | 58 | 66 | 80 | 72 | 28 | 68 | 64 | 62 | 35 | 85 | 65 | 50 | 38 | 55 | 25 | 78 | ⭐88 | 30 | 68 | 38 | 70 | 35 | 52 | 68 | 42 | 42 | 52 | 52 | 72 |
| 3. Technical Architecture | ||||||||||||||||||||||||||||||||||||||||||||
| 3. Technical Architecture | 68 | 74 | 65 | 61 | 63 | 55 | 78 | 73 | 67 | 58 | 64 | 69 | 69 | 67 | 69 | 70 | 56 | 50 | 61 | 73 | 67 | ☠️42 | 47 | 70 | 65 | 63 | 74 | 65 | 69 | 60 | 65 | 62 | ⭐79 | 59 | 78 | 65 | 72 | 66 | 65 | 68 | 63 | 64 | 72 | 62 |
| API & Integration | ||||||||||||||||||||||||||||||||||||||||||||
3.1.1API design quality | 72 | 70 | 68 | 65 | 72 | 50 | ⭐91 | 78 | 74 | 68 | 72 | 78 | 80 | 70 | 78 | 78 | 62 | 45 | 60 | 86 | 67 | 52 | ☠️42 | 80 | 65 | 66 | 74 | 69 | 82 | 75 | 62 | 55 | 88 | 55 | 82 | 64 | 78 | 75 | 75 | 72 | 62 | 72 | 72 | 64 |
3.1.2API performance | 62 | 72 | 70 | 63 | 55 | 44 | 83 | 76 | 66 | 70 | 68 | 75 | 65 | 60 | 58 | 60 | 58 | 38 | 55 | 80 | 68 | ☠️37 | 38 | 77 | 55 | 59 | 72 | 70 | 73 | 72 | 60 | 45 | ⭐84 | 50 | 77 | 60 | 74 | 59 | 57 | 68 | 60 | 55 | 75 | 58 |
3.1.3SDK ecosystem | 50 | 62 | 62 | 57 | 45 | 32 | 84 | ⭐85 | 50 | 52 | 40 | 66 | 52 | 58 | 40 | 46 | 52 | 25 | 55 | 63 | 40 | ☠️18 | 42 | 80 | 48 | 42 | 74 | 59 | 57 | 58 | 58 | 55 | 76 | 55 | 85 | 50 | 74 | 50 | 45 | 58 | 58 | 52 | 55 | 45 |
3.1.4Integration marketplace | 72 | 82 | 57 | 52 | 52 | 62 | 80 | 73 | 64 | 53 | 77 | 70 | 57 | 42 | 82 | 82 | 63 | ☠️30 | ⭐84 | 63 | 60 | 48 | 34 | 45 | 62 | 57 | 63 | 60 | 50 | 40 | 62 | 80 | 67 | 65 | 73 | 74 | 64 | 60 | 62 | 75 | 62 | 80 | 72 | 53 |
3.1.5Extensibility model | 85 | 82 | 67 | 57 | 74 | 68 | 87 | 76 | 82 | 64 | 82 | 71 | 82 | 72 | 90 | 90 | ☠️38 | 55 | 59 | 72 | 73 | 60 | 62 | 70 | 74 | 72 | 82 | 65 | ⭐92 | 38 | 68 | 72 | 92 | 68 | 83 | 67 | 76 | 87 | 78 | 73 | 71 | 89 | 88 | 75 |
| Security & Compliance | ||||||||||||||||||||||||||||||||||||||||||||
3.2.1Authentication | 72 | ⭐85 | 70 | 62 | 70 | 63 | 84 | 75 | 72 | 62 | 64 | 68 | 68 | 70 | 75 | 75 | 61 | 78 | 66 | 76 | 72 | ☠️48 | 62 | 72 | 80 | 75 | 79 | 72 | 65 | 60 | 67 | 80 | 70 | 75 | 83 | 66 | 75 | 68 | 70 | 76 | 65 | 68 | 78 | 60 |
3.2.2Authorization model | 70 | 82 | 71 | 52 | 76 | 68 | 72 | 82 | 66 | 56 | 65 | 81 | 84 | 76 | ⭐85 | 85 | ☠️46 | 80 | 55 | 78 | 75 | 66 | 62 | 68 | 85 | 72 | 74 | 68 | 79 | 52 | 65 | 85 | 80 | 78 | 82 | 60 | 73 | 65 | 65 | 65 | 55 | 58 | 60 | 65 |
3.2.3Compliance certifications | 83 | ⭐93 | 71 | 80 | 64 | 70 | 82 | 80 | 70 | 40 | 45 | 64 | 68 | 82 | 55 | 55 | 50 | 72 | 70 | 80 | 72 | ☠️20 | 45 | 92 | 76 | 78 | 80 | 80 | 30 | 48 | 80 | 88 | 73 | 68 | 81 | 68 | 74 | 58 | 61 | 73 | 77 | 48 | 85 | 77 |
3.2.4Security track record | 61 | 56 | 57 | 70 | 56 | 54 | ⭐73 | 66 | 56 | 55 | 38 | 62 | 50 | 45 | 70 | 64 | 52 | 62 | 64 | 68 | 64 | ☠️30 | 30 | 70 | 61 | 70 | 63 | 52 | 64 | 52 | 46 | 52 | 68 | 50 | 67 | 65 | 72 | 55 | 66 | 68 | 70 | 50 | 62 | 38 |
| Infrastructure & Reliability | ||||||||||||||||||||||||||||||||||||||||||||
3.3.1Hosting model | 74 | 70 | 57 | 71 | 74 | 73 | 55 | 60 | 80 | 53 | 75 | 52 | 74 | ⭐82 | 80 | 80 | 74 | 65 | 53 | 55 | 75 | 65 | 60 | 55 | 79 | 72 | 71 | 55 | 73 | 52 | 73 | ☠️40 | 56 | 67 | 62 | 68 | 58 | 82 | 75 | 54 | 55 | 80 | 60 | 70 |
3.3.2SLA and uptime | 70 | ⭐85 | 76 | 66 | 55 | 36 | 85 | 66 | 50 | 60 | 47 | 68 | 62 | 68 | 50 | 50 | 58 | 50 | 72 | 75 | 70 | ☠️30 | 30 | 80 | 60 | 64 | 68 | 72 | 38 | 64 | 79 | 58 | 68 | 60 | 77 | 72 | 72 | 52 | 55 | 65 | 70 | 50 | 82 | 70 |
3.3.3Scalability architecture | 70 | 80 | 64 | 65 | 70 | 50 | 81 | 77 | 76 | 57 | 66 | 70 | 68 | 70 | 80 | 80 | 55 | 50 | 70 | 76 | 72 | ☠️40 | 57 | 75 | 66 | 58 | 72 | 67 | 70 | 65 | 65 | 65 | 83 | 52 | 79 | 68 | 75 | 50 | 65 | 68 | 65 | 70 | ⭐85 | 62 |
3.3.4Disaster recovery | 75 | 75 | 62 | 56 | 48 | 43 | 70 | 62 | 50 | 55 | 52 | 60 | 58 | 66 | 72 | 72 | 48 | 45 | 55 | 72 | 60 | 45 | ☠️38 | 68 | 62 | 60 | 74 | 61 | 58 | 55 | 64 | 55 | ⭐80 | 42 | 73 | 63 | 66 | 64 | 68 | 57 | 55 | 62 | 75 | 68 |
| Developer Experience | ||||||||||||||||||||||||||||||||||||||||||||
3.4.1Local development | 62 | 58 | 58 | 47 | 70 | 70 | 55 | 57 | 74 | 57 | 80 | 55 | 72 | 74 | 78 | 80 | 71 | ☠️40 | 55 | 62 | 71 | 48 | 52 | 45 | 56 | 62 | 77 | 55 | ⭐88 | 70 | 65 | 57 | 85 | 50 | 76 | 67 | 70 | 78 | 68 | 63 | 48 | 75 | 75 | 67 |
3.4.2CI/CD integration | 65 | 75 | 58 | 51 | 58 | 52 | 79 | 70 | 62 | 55 | 76 | 75 | 67 | 64 | 78 | 78 | 50 | 45 | 57 | 81 | 70 | ☠️30 | 50 | 60 | 55 | 58 | 75 | 62 | 64 | 60 | 68 | 52 | ⭐82 | 52 | 77 | 64 | 71 | 57 | 70 | 68 | 66 | 55 | 72 | 64 |
3.4.3Documentation quality | 62 | 72 | 67 | 67 | 66 | 62 | 82 | 78 | 72 | 65 | 81 | 80 | 78 | 70 | 65 | 69 | 68 | ☠️48 | 72 | 78 | 67 | 52 | 62 | 80 | 66 | 64 | 75 | 64 | 80 | 72 | 66 | 60 | ⭐87 | 52 | 78 | 70 | 76 | 74 | 68 | 74 | 75 | 72 | 78 | 69 |
3.4.4TypeScript support | 48 | 45 | 62 | 61 | 60 | 28 | 73 | 70 | 62 | 62 | 42 | 80 | 70 | 64 | 33 | 44 | 44 | 28 | 38 | 80 | 60 | ☠️10 | 20 | 75 | 42 | 37 | 73 | 67 | ⭐92 | 82 | 58 | 52 | 90 | 55 | 82 | 58 | 72 | 70 | 55 | 74 | 55 | 35 | 35 | 30 |
| 4. Platform Velocity & Health | ||||||||||||||||||||||||||||||||||||||||||||
| 4. Platform Velocity & Health | 64 | 74 | 56 | 62 | 54 | 53 | 73 | 67 | 53 | 52 | 66 | 65 | 68 | 56 | 73 | 74 | 65 | 42 | 78 | 66 | 51 | 41 | ☠️39 | 62 | 56 | 56 | 68 | 63 | 74 | 62 | 59 | 72 | 78 | 45 | 68 | 54 | 69 | 73 | 69 | 59 | 75 | 79 | ⭐80 | 72 |
| Release Cadence | ||||||||||||||||||||||||||||||||||||||||||||
4.1.1Release frequency | 70 | 80 | 74 | 64 | 72 | 68 | 83 | 80 | 68 | 79 | 74 | 77 | 83 | 82 | 80 | 78 | 80 | 64 | 80 | 79 | 58 | 64 | ☠️28 | 77 | 68 | 70 | 76 | 76 | 78 | 75 | 65 | 75 | 85 | 45 | 81 | 70 | 80 | 84 | 77 | 82 | 82 | 84 | 82 | ⭐86 |
4.1.2Changelog quality | 62 | 65 | 63 | 67 | 72 | 60 | 72 | 75 | 80 | 65 | 72 | 70 | 75 | 70 | 72 | 76 | 74 | 50 | 77 | 72 | 63 | 50 | 55 | 72 | 58 | 67 | 75 | 72 | 70 | 67 | 65 | 65 | ⭐86 | ☠️48 | 75 | 68 | 72 | 75 | 70 | 68 | 72 | 72 | 75 | 82 |
4.1.3Roadmap transparency | 62 | 72 | 66 | 68 | 45 | 60 | 55 | 63 | 45 | 53 | 72 | 65 | 75 | 58 | ⭐80 | 80 | 50 | ☠️38 | 62 | 62 | 50 | 54 | 38 | 70 | 58 | 62 | 75 | 64 | 72 | 58 | 52 | 62 | 68 | 45 | 62 | 60 | 70 | 74 | 73 | 40 | 70 | 72 | 72 | 78 |
4.1.4Breaking change handling | 65 | 65 | 60 | 64 | 62 | 55 | 76 | 70 | 66 | 55 | 75 | 70 | 65 | 68 | 63 | 77 | 63 | 60 | 76 | 75 | 58 | 56 | 38 | 72 | 57 | 63 | 71 | 57 | 60 | 65 | 58 | 57 | 71 | ☠️35 | 58 | 64 | 69 | 60 | 67 | 62 | 68 | ⭐85 | 85 | 78 |
| Ecosystem & Community | ||||||||||||||||||||||||||||||||||||||||||||
4.2.1Community size | 70 | 82 | 40 | 38 | 35 | 42 | 70 | 57 | 32 | 42 | 58 | 58 | 73 | 46 | 85 | 82 | 79 | ☠️25 | 82 | 55 | 36 | 40 | 38 | 47 | 50 | 40 | 64 | 53 | 86 | 57 | 50 | 85 | 82 | 54 | 66 | 40 | 66 | 87 | 65 | 46 | 80 | ⭐95 | 95 | 60 |
4.2.2Community engagement | 65 | 68 | 52 | 42 | 38 | 57 | 67 | 56 | 38 | 48 | 70 | 65 | 67 | 45 | 83 | 78 | 61 | ☠️28 | 74 | 60 | 40 | 41 | 35 | 52 | 52 | 45 | 66 | 58 | 73 | 54 | 50 | 70 | 80 | 52 | 62 | 40 | 64 | 75 | 68 | 44 | 70 | 84 | ⭐86 | 67 |
4.2.3Partner ecosystem | 75 | ⭐92 | 57 | 67 | 45 | 48 | 77 | 72 | 66 | 50 | 60 | 62 | 64 | 55 | 82 | 79 | 42 | 47 | 85 | 62 | 62 | ☠️32 | 46 | 57 | 55 | 65 | 77 | 73 | 55 | 63 | 68 | 90 | 70 | 65 | 85 | 56 | 65 | 60 | 66 | 72 | 78 | 82 | 85 | 70 |
4.2.4Third-party content | 55 | 78 | 40 | 38 | 38 | 45 | 72 | 52 | 35 | 42 | 66 | 60 | 67 | 38 | 70 | 83 | 63 | ☠️18 | 82 | 58 | 40 | 28 | 38 | 46 | 40 | 40 | 63 | 53 | 72 | 60 | 50 | 80 | 78 | 48 | 67 | 38 | 61 | 75 | 63 | 48 | 82 | ⭐95 | 95 | 58 |
| Market Signals | ||||||||||||||||||||||||||||||||||||||||||||
4.3.1Talent availability | 57 | 68 | 40 | 45 | 40 | 38 | 75 | 52 | 42 | 38 | 62 | 55 | 62 | 42 | 61 | 70 | 53 | ☠️22 | 78 | 55 | 42 | 33 | 41 | 40 | 43 | 40 | 57 | 54 | 61 | 55 | 55 | 80 | 68 | 47 | 65 | 44 | 52 | 75 | 57 | 46 | 73 | ⭐95 | 95 | 60 |
4.3.2Customer momentum | 60 | 75 | 56 | 71 | 58 | 50 | 74 | 74 | 45 | 48 | 64 | 65 | 65 | 54 | 61 | 62 | 76 | 37 | 81 | 70 | 56 | 22 | ☠️15 | 62 | 56 | 57 | 68 | 69 | ⭐83 | 65 | 60 | 70 | 80 | 28 | 69 | 51 | 70 | 68 | 67 | 72 | 80 | 62 | 68 | 72 |
4.3.3Funding and stability | 49 | ⭐92 | 46 | 75 | 55 | 50 | 88 | 70 | 48 | 50 | 58 | 58 | 57 | 52 | 78 | 80 | 79 | 73 | 86 | 65 | 42 | ☠️29 | 43 | 65 | 56 | 72 | 68 | 65 | 86 | 55 | 62 | 88 | 84 | 33 | 57 | 55 | 75 | 68 | 70 | 52 | 68 | 60 | 60 | 71 |
4.3.4Competitive positioning | 62 | 68 | 52 | 73 | 55 | 47 | 75 | 68 | 60 | 54 | 64 | 60 | 59 | 55 | 59 | 64 | 66 | 38 | 74 | 62 | 47 | ☠️22 | 22 | 64 | 57 | 55 | 80 | 72 | ⭐82 | 60 | 66 | 64 | 77 | 46 | 75 | 57 | 80 | 65 | 66 | 75 | 79 | 62 | 63 | 72 |
4.3.5Customer sentiment | 69 | 60 | 69 | 82 | 72 | 58 | 65 | 71 | 60 | 50 | 58 | 76 | 63 | 55 | 69 | 54 | 63 | ☠️37 | 80 | 76 | 57 | 45 | 58 | 73 | 68 | 50 | 55 | 58 | 82 | 67 | 63 | 60 | ⭐84 | 40 | 65 | 50 | 77 | 79 | 78 | 55 | 73 | 70 | 70 | 75 |
| 5. Total Cost of Ownership | ||||||||||||||||||||||||||||||||||||||||||||
| 5. Total Cost of Ownership | 42 | 25 | 62 | 46 | 46 | 66 | 64 | 68 | 41 | 68 | 70 | 71 | 64 | 54 | 73 | 68 | 75 | 29 | 67 | 67 | 48 | 69 | 42 | 66 | 45 | 48 | 40 | 45 | ⭐79 | 70 | 41 | 34 | 75 | ☠️24 | 40 | 42 | 72 | 73 | 72 | 55 | 63 | 76 | 58 | 53 |
| Licensing | ||||||||||||||||||||||||||||||||||||||||||||
5.1.1Pricing transparency | 35 | 30 | 64 | 36 | 40 | 65 | 60 | 68 | 32 | 78 | 74 | 72 | 62 | 52 | ⭐95 | 78 | 83 | 35 | 82 | 76 | 46 | 95 | 45 | 60 | 35 | 55 | 35 | 30 | 85 | 72 | 32 | 30 | 74 | ☠️25 | 25 | 35 | 80 | 76 | 90 | 45 | 70 | 95 | 35 | 56 |
5.1.2Pricing model fit | 39 | ☠️18 | 60 | 50 | 48 | 72 | 54 | 60 | 45 | 52 | 78 | 65 | 50 | 55 | ⭐90 | 73 | 72 | 35 | 55 | 50 | 43 | 88 | 52 | 58 | 45 | 46 | 47 | 35 | 85 | 58 | 40 | 30 | 60 | 30 | 38 | 33 | 62 | 64 | 85 | 55 | 50 | 85 | 55 | 60 |
5.1.3Feature gating | 45 | ☠️28 | 48 | 45 | 58 | 66 | 45 | 54 | 45 | 38 | 66 | 60 | 52 | 48 | ⭐95 | 76 | 62 | 55 | 45 | 48 | 62 | 90 | 48 | 55 | 50 | 50 | 42 | 44 | 92 | 52 | 45 | 38 | 53 | 30 | 47 | 40 | 51 | 45 | 70 | 42 | 48 | 80 | 60 | 55 |
5.1.4Contract flexibility | 41 | 26 | 45 | 34 | 35 | 60 | 55 | 66 | 30 | 62 | 75 | 70 | 57 | 45 | 92 | 82 | 78 | 25 | 66 | 65 | 33 | ⭐95 | 38 | 62 | 48 | 45 | 35 | 35 | 90 | 62 | 35 | ☠️22 | 78 | 26 | 32 | 30 | 70 | 82 | 85 | 35 | 60 | 90 | 45 | 40 |
5.1.5Free / Hobby Tier | 15 | 15 | 38 | 31 | 10 | 72 | 48 | 62 | 12 | 72 | 72 | 67 | 60 | 62 | 90 | 85 | 55 | 20 | 62 | 70 | 57 | 88 | 20 | 40 | 70 | 62 | ☠️5 | 10 | ⭐92 | 62 | 20 | 5 | 82 | 8 | 15 | 15 | 48 | 82 | 88 | 25 | 55 | 92 | 5 | 22 |
| Implementation Cost Signals | ||||||||||||||||||||||||||||||||||||||||||||
5.2.1Time-to-first-value | 48 | 28 | 70 | 47 | 38 | 68 | 75 | 78 | 58 | 75 | 70 | 76 | 76 | 68 | 53 | 66 | 83 | 25 | 82 | 78 | 66 | 55 | 40 | 72 | 40 | 43 | 48 | 59 | 80 | 80 | 42 | 40 | ⭐88 | ☠️22 | 48 | 35 | 85 | 82 | 55 | 68 | 82 | 72 | 60 | 60 |
5.2.2Typical implementation timeline | 42 | ☠️20 | 66 | 44 | 55 | 66 | 72 | 65 | 42 | 68 | 70 | 71 | 70 | 50 | 45 | 57 | ⭐80 | 25 | 75 | 70 | 45 | 52 | 48 | 68 | 42 | 45 | 47 | 45 | 70 | 75 | 42 | 35 | 75 | 20 | 30 | 40 | 75 | 75 | 55 | 60 | 75 | 60 | 65 | 52 |
5.2.3Specialist cost premium | 40 | ☠️18 | 68 | 40 | 40 | 62 | 68 | 64 | 38 | 72 | 68 | 76 | 76 | 45 | 45 | 52 | 75 | 22 | 68 | 68 | 41 | 38 | 45 | 70 | 42 | 38 | 42 | 42 | 80 | 82 | 55 | 30 | 72 | 22 | 27 | 35 | 78 | ⭐85 | 58 | 62 | 55 | 70 | 85 | 52 |
| Operational Cost Signals | ||||||||||||||||||||||||||||||||||||||||||||
5.3.1Hosting costs | 52 | 35 | 78 | 65 | 70 | 67 | 82 | 80 | 58 | 78 | 54 | 82 | 58 | 50 | 55 | 56 | 72 | 28 | 85 | 82 | 42 | 68 | 45 | 85 | 50 | 45 | 54 | 72 | 57 | 82 | 50 | 65 | ⭐89 | ☠️20 | 68 | 75 | 88 | 67 | 58 | 80 | 82 | 58 | 70 | 65 |
5.3.2Ops team requirements | 55 | 38 | 80 | 62 | 68 | 57 | 85 | 80 | 45 | 80 | 60 | 82 | 58 | 50 | 40 | 47 | 78 | 25 | 85 | 78 | 37 | 35 | 40 | 82 | 40 | 42 | 52 | 70 | 52 | 85 | 48 | 60 | 85 | ☠️18 | 71 | 75 | ⭐88 | 52 | 54 | 82 | 82 | 44 | 80 | 65 |
5.3.3Vendor lock-in and exit cost | 48 | ☠️20 | 60 | 55 | 48 | 72 | 62 | 70 | 45 | 68 | 75 | 65 | 78 | 60 | ⭐90 | 75 | 79 | 27 | 32 | 58 | 56 | 53 | 40 | 69 | 40 | 55 | 35 | 57 | 80 | 58 | 42 | 20 | 70 | 37 | 41 | 50 | 66 | 90 | 82 | 48 | 35 | 85 | 78 | 48 |
| 6. Build Simplicity | ||||||||||||||||||||||||||||||||||||||||||||
| 6. Build Simplicity | 48 | ☠️25 | 67 | 54 | 48 | 48 | 64 | 71 | 49 | 68 | 68 | 71 | 69 | 58 | 54 | 58 | 67 | 31 | 63 | 68 | 55 | 54 | 39 | 68 | 45 | 55 | 55 | 58 | 65 | ⭐72 | 53 | 45 | 72 | 33 | 63 | 43 | 70 | 70 | 67 | 65 | 66 | 63 | 62 | 58 |
| Learning Curve | ||||||||||||||||||||||||||||||||||||||||||||
6.1.1Concept complexity | 38 | ☠️8 | 66 | 48 | 45 | 45 | 73 | 72 | 42 | 78 | 67 | 74 | 70 | 54 | 61 | 50 | 76 | 25 | 55 | 78 | 50 | 52 | 35 | 68 | 34 | 56 | 44 | 55 | 70 | 68 | 54 | 30 | 45 | 28 | 48 | 30 | 70 | 78 | 65 | 55 | 56 | ⭐83 | 82 | 52 |
6.1.2Onboarding resources | 59 | 50 | 62 | 56 | 50 | 42 | 80 | 80 | 68 | 70 | 73 | 78 | 67 | 60 | 48 | 67 | 71 | ☠️35 | 83 | 75 | 57 | 42 | 46 | 72 | 57 | 57 | 72 | 57 | 47 | 77 | 57 | 82 | 85 | 47 | 67 | 52 | 74 | 72 | 67 | 73 | 84 | 82 | ⭐88 | 76 |
6.1.3Framework familiarity | 43 | ☠️25 | 72 | 65 | 45 | 42 | 80 | ⭐88 | 52 | 76 | 63 | 79 | 73 | 55 | 59 | 52 | 66 | 25 | 42 | 78 | 63 | 60 | 33 | 72 | 41 | 45 | 50 | 66 | 88 | 72 | 50 | 52 | 82 | 35 | 74 | 42 | 78 | 84 | 64 | 64 | 52 | 47 | 45 | 52 |
| Implementation Complexity | ||||||||||||||||||||||||||||||||||||||||||||
6.2.1Boilerplate and starter quality | 58 | 43 | 72 | 42 | 38 | ☠️35 | 70 | 71 | 50 | 66 | 72 | 70 | 63 | 64 | 46 | 64 | 52 | 36 | 74 | 65 | 64 | 45 | 40 | 60 | 45 | 62 | 76 | 63 | 68 | 75 | 58 | 59 | ⭐82 | 41 | 74 | 40 | 75 | 74 | 72 | 75 | 72 | 68 | 78 | 60 |
6.2.2Configuration complexity | 40 | ☠️16 | 64 | 52 | 42 | 52 | 60 | 61 | 40 | 72 | 62 | 69 | 61 | 63 | 52 | 51 | 75 | 22 | 65 | 62 | 62 | 53 | 33 | 75 | 37 | 53 | 42 | 59 | 68 | 76 | 42 | 32 | ⭐82 | 20 | 68 | 40 | 58 | 62 | 68 | 53 | 68 | 50 | 35 | 57 |
6.2.3Data modeling constraints | 50 | ☠️26 | 56 | 51 | 58 | 48 | 36 | 50 | 45 | 58 | 66 | 63 | 68 | 52 | 45 | 60 | 43 | 32 | 45 | 58 | 40 | 62 | 40 | 58 | 48 | 55 | 53 | 57 | 42 | 66 | 55 | 40 | ⭐80 | 45 | 62 | 45 | 68 | 52 | 62 | 63 | 52 | 40 | 40 | 63 |
6.2.4Preview and editing integration | 62 | 42 | 62 | 58 | 52 | 62 | 46 | 55 | 55 | 56 | 66 | 68 | 65 | 64 | 57 | 65 | 52 | 58 | 75 | 62 | 58 | 50 | 43 | 58 | 58 | 67 | 60 | 57 | 52 | 63 | 50 | 58 | 65 | 40 | 55 | 52 | 55 | 63 | 68 | 70 | ⭐77 | 52 | ☠️35 | 58 |
| Team & Talent | ||||||||||||||||||||||||||||||||||||||||||||
6.3.1Required specialization | 35 | ☠️10 | 74 | 57 | 42 | 44 | 75 | 74 | 42 | 74 | 66 | 76 | 73 | 54 | 60 | 52 | 76 | 22 | 55 | 74 | 60 | 50 | 38 | 75 | 39 | 45 | 53 | 58 | ⭐82 | 76 | 48 | 31 | 66 | 22 | 53 | 40 | 73 | 82 | 65 | 62 | 59 | 63 | 60 | 52 |
6.3.2Team size requirements | 42 | ☠️12 | 74 | 48 | 45 | 52 | 78 | 82 | 42 | 78 | 76 | 76 | 77 | 56 | 52 | 54 | 83 | 25 | 72 | 76 | 48 | 62 | 36 | 75 | 38 | 50 | 48 | 54 | 80 | 80 | 52 | 35 | 82 | 20 | 65 | 38 | 76 | ⭐85 | 72 | 65 | 76 | 68 | 78 | 52 |
6.3.3Cross-functional complexity | 57 | ☠️27 | 70 | 62 | 66 | 58 | 41 | 81 | 65 | 45 | 69 | 55 | 72 | 62 | 56 | 68 | 79 | 30 | 68 | 47 | 56 | 59 | 47 | 68 | 53 | 60 | 62 | 59 | 44 | 71 | 65 | 42 | 55 | 32 | 79 | 60 | 79 | 46 | 72 | 82 | 74 | ⭐83 | 82 | 65 |
| 7. Operational Ease | ||||||||||||||||||||||||||||||||||||||||||||
| 7. Operational Ease | 50 | 41 | 69 | 53 | 53 | 48 | 62 | 68 | 49 | 62 | 59 | 66 | 46 | 54 | 50 | 53 | 64 | 37 | 64 | 63 | 51 | 49 | 40 | ⭐70 | 43 | 48 | 51 | 66 | 47 | 66 | 44 | 58 | 65 | ☠️33 | 54 | 65 | 62 | 50 | 61 | 66 | 64 | 54 | 61 | 59 |
| Upgrade & Patching | ||||||||||||||||||||||||||||||||||||||||||||
7.1.1Upgrade difficulty | 50 | 70 | 78 | 54 | 48 | 42 | 80 | ⭐87 | 40 | 68 | 56 | 82 | 42 | 60 | 46 | 58 | 68 | 35 | 80 | 78 | 45 | 59 | 35 | 82 | 35 | 50 | 38 | 79 | 48 | 72 | 40 | 68 | 68 | ☠️25 | 51 | 75 | 80 | 52 | 58 | 75 | 76 | 58 | 35 | 61 |
7.1.2Security patching | 58 | 62 | 86 | 55 | 62 | 48 | ⭐88 | 88 | 52 | 80 | 53 | 87 | 41 | 60 | 73 | 68 | 62 | 47 | 84 | 85 | 62 | 46 | 40 | 85 | 48 | 45 | 52 | 82 | 42 | 84 | 40 | 76 | 87 | ☠️27 | 76 | 80 | 85 | 52 | 70 | 85 | 85 | 52 | 87 | 58 |
7.1.3Vendor-forced migrations | 40 | ☠️18 | 60 | 48 | 56 | 62 | 25 | 52 | 48 | 42 | ⭐74 | 55 | 33 | 48 | 48 | 52 | 66 | 37 | 38 | 50 | 38 | 50 | 30 | 68 | 36 | 50 | 44 | 60 | 53 | 48 | 60 | 45 | 44 | 38 | 18 | 55 | 42 | 49 | 55 | 64 | 52 | 60 | 38 | 58 |
7.1.4Dependency management | 45 | 38 | 80 | 52 | 50 | 52 | ⭐85 | 85 | 42 | 80 | 57 | 76 | 54 | 52 | 35 | 33 | 69 | 25 | 80 | 82 | 42 | 52 | 40 | 80 | 36 | 47 | 56 | 72 | 52 | 80 | 40 | 80 | 60 | ☠️20 | 65 | 78 | 82 | 47 | 56 | 75 | 78 | 50 | 40 | 52 |
| Operational Overhead | ||||||||||||||||||||||||||||||||||||||||||||
7.2.1Monitoring requirements | 53 | 45 | 68 | 60 | 55 | 35 | 83 | 78 | 50 | 64 | 44 | 64 | 42 | 52 | 40 | 42 | 65 | ☠️30 | 69 | 65 | 55 | 38 | 38 | 75 | 47 | 51 | 62 | 70 | 38 | 67 | 38 | 50 | 75 | 30 | 60 | 71 | 68 | 48 | 56 | 60 | 60 | 42 | ⭐88 | 66 |
7.2.2Content operations burden | 45 | ☠️22 | 60 | 44 | 50 | 42 | 70 | 56 | 58 | 56 | 48 | 49 | 48 | 50 | 35 | 40 | 57 | 40 | 52 | 45 | 60 | 55 | 42 | ⭐72 | 50 | 47 | 63 | 58 | 42 | 50 | 48 | 45 | 65 | 35 | 63 | 64 | 54 | 50 | 65 | 50 | 54 | 50 | 32 | 45 |
7.2.3Performance management | 48 | 40 | 72 | 60 | 60 | 42 | 77 | 78 | 55 | 78 | 58 | 76 | 45 | 57 | 50 | 52 | 68 | ☠️30 | 75 | 78 | 57 | 60 | 38 | 78 | 42 | 52 | 50 | 73 | 45 | 78 | 40 | 55 | 76 | 34 | 46 | 70 | 82 | 51 | 57 | 80 | 78 | 52 | ⭐88 | 68 |
| Support & Resolution | ||||||||||||||||||||||||||||||||||||||||||||
7.3.1Support tier quality | 55 | 42 | 68 | 64 | 64 | 45 | 44 | 52 | 58 | 54 | 60 | 64 | 50 | 62 | 45 | 45 | 53 | 45 | 50 | 55 | 58 | ☠️18 | 55 | 60 | 48 | 50 | 53 | 55 | 48 | 65 | 50 | 43 | 42 | 38 | 55 | 64 | 45 | 44 | 55 | 62 | 44 | 40 | ⭐84 | 67 |
7.3.2Community support quality | 60 | 35 | 48 | 37 | ☠️28 | 52 | 35 | 51 | 30 | 45 | 72 | 50 | 60 | 40 | 75 | 72 | 64 | 30 | 63 | 48 | 40 | 55 | 40 | 52 | 43 | 38 | 53 | 50 | 57 | 58 | 30 | 70 | 66 | 50 | 52 | 38 | 42 | 58 | 70 | 45 | 68 | 80 | ⭐90 | 52 |
7.3.3Issue resolution velocity | 46 | 34 | 64 | 55 | 60 | 52 | 38 | 52 | 58 | 62 | 64 | 60 | 54 | 62 | 42 | 54 | ⭐66 | 42 | 53 | 48 | 55 | 62 | 42 | 47 | 40 | 50 | 48 | 55 | 45 | 60 | 48 | 45 | 66 | ☠️30 | 56 | 54 | 42 | 52 | 63 | 65 | 50 | 50 | 38 | 62 |
| 8. Use-Case Fit | ||||||||||||||||||||||||||||||||||||||||||||
| 8. Use-Case Fit | 55 | ⭐67 | 36 | 51 | 47 | 41 | 39 | 48 | 51 | 35 | 38 | 35 | 33 | 42 | 55 | 49 | 30 | 39 | 42 | 36 | 52 | ☠️27 | 44 | 34 | 60 | 49 | 58 | 51 | 33 | 34 | 51 | 47 | 43 | 53 | 60 | 51 | 42 | 31 | 44 | 44 | 40 | 46 | 49 | 43 |
| Marketing Sites | ||||||||||||||||||||||||||||||||||||||||||||
8.1.1Landing page tooling | 70 | 85 | 62 | 68 | 57 | 66 | 55 | 72 | 70 | 42 | 50 | 66 | 50 | 70 | 65 | 78 | 52 | ☠️35 | 86 | 54 | 72 | 38 | 65 | 55 | 64 | 72 | 80 | 74 | 48 | 74 | 72 | 57 | 68 | 70 | 79 | 74 | 88 | 41 | 58 | 78 | ⭐90 | 72 | 72 | 65 |
8.1.2Campaign management | 58 | 78 | 33 | 78 | 48 | 35 | 40 | 57 | 55 | 32 | 35 | 28 | 30 | 36 | 35 | 38 | 48 | 30 | ⭐80 | 37 | 63 | ☠️22 | 63 | 45 | 63 | 60 | 67 | 60 | 25 | 30 | 62 | 45 | 41 | 75 | 79 | 44 | 50 | 25 | 38 | 48 | 32 | 40 | 40 | 63 |
8.1.3SEO tooling | 80 | 85 | 68 | 42 | 64 | 69 | 50 | 52 | 66 | 38 | 55 | 62 | 44 | 63 | 78 | 83 | 76 | ☠️35 | ⭐87 | 46 | 74 | 62 | 55 | 55 | 62 | 56 | 77 | 60 | 68 | 60 | 78 | 42 | 57 | 72 | 86 | 72 | 55 | 40 | 65 | 67 | 80 | 82 | 82 | 69 |
8.1.4Performance marketing | 60 | 75 | 33 | 66 | 56 | 52 | 40 | 42 | 54 | 30 | 33 | ☠️22 | 25 | 40 | 47 | 50 | 58 | 22 | ⭐82 | 32 | 65 | 32 | 63 | 30 | 52 | 52 | 66 | 70 | 40 | 28 | 70 | 38 | 35 | 62 | 76 | 69 | 38 | 22 | 55 | 35 | 55 | 55 | 55 | 65 |
8.1.5Personalization and targeting | 54 | 80 | 33 | 80 | 54 | 30 | 65 | 66 | 68 | 22 | ☠️20 | 22 | 20 | 58 | 50 | 35 | 38 | 42 | 70 | 41 | 72 | 20 | 54 | 30 | 72 | 66 | 76 | 62 | 20 | 35 | 70 | 52 | 47 | 72 | ⭐88 | 71 | 30 | 20 | 62 | 80 | 70 | 40 | 48 | 63 |
8.1.6A/B testing and experimentation | 60 | 78 | 28 | 80 | 60 | 20 | 62 | 72 | 68 | 20 | 36 | 22 | ☠️15 | 62 | 50 | 46 | 22 | 18 | 70 | 30 | 68 | 15 | 60 | 28 | 68 | 52 | 76 | 72 | 38 | 20 | 70 | 20 | 50 | 70 | ⭐84 | 60 | 63 | 25 | 60 | 72 | 74 | 44 | 60 | 42 |
8.1.7Content velocity | 62 | 80 | 60 | 53 | 62 | 64 | 59 | 74 | 66 | 58 | 57 | 71 | 46 | 62 | 58 | 70 | 58 | 45 | 80 | 51 | 70 | ☠️35 | 56 | 60 | 64 | 68 | 76 | 70 | 47 | 68 | 69 | 45 | 65 | 58 | ⭐84 | 71 | 77 | 57 | 58 | 75 | 79 | 70 | 70 | 65 |
8.1.8Multi-channel publishing | 65 | ⭐78 | 55 | 78 | 64 | 35 | 55 | 72 | 72 | 52 | 48 | 65 | 55 | 58 | 62 | 55 | 62 | 48 | 62 | 55 | 55 | ☠️25 | 46 | 62 | 65 | 52 | 65 | 65 | 45 | 48 | 52 | 42 | 67 | 62 | 66 | 48 | 55 | 58 | 50 | 48 | 32 | 48 | 55 | 62 |
8.1.9Marketing analytics integration | 55 | ⭐80 | 42 | 72 | 62 | 42 | 59 | 65 | 62 | 58 | 35 | 28 | 28 | 52 | 45 | 52 | 68 | 28 | 74 | 28 | 58 | 30 | 55 | 28 | 58 | 65 | 68 | 62 | ☠️25 | 32 | 60 | 38 | 43 | 68 | 65 | 53 | 42 | 30 | 55 | 48 | 70 | 44 | 70 | 52 |
8.1.10Brand and design consistency | 68 | ⭐82 | 45 | 48 | 56 | 55 | 50 | 64 | 56 | 35 | 38 | 45 | 35 | 50 | 58 | 62 | 43 | 45 | 65 | 32 | 62 | 30 | 48 | 45 | 64 | 61 | 67 | 65 | 35 | 58 | 62 | 48 | 45 | 70 | 79 | 68 | 57 | ☠️22 | 45 | 75 | 80 | 50 | 55 | 45 |
8.1.11Social and sharing integration | 42 | 55 | 32 | 33 | 44 | 42 | 32 | 38 | 47 | 44 | 42 | 42 | 35 | 30 | 45 | 48 | ⭐63 | ☠️20 | 58 | 28 | 45 | 25 | 56 | 25 | 42 | 38 | 42 | 45 | 35 | 38 | 42 | 32 | 37 | 45 | 43 | 40 | 35 | 28 | 38 | 28 | 38 | 58 | 60 | 30 |
8.1.12Marketing asset management | 73 | ⭐91 | 50 | 38 | 58 | 42 | 47 | 68 | 64 | 48 | 50 | 73 | 42 | 52 | 52 | 48 | 42 | 55 | 42 | 46 | 55 | ☠️35 | 45 | 45 | 58 | 62 | 67 | 62 | 38 | 45 | 55 | 38 | 60 | 60 | 84 | 60 | 56 | 46 | 42 | 52 | 38 | 47 | 50 | 58 |
8.1.13Marketing localization | 63 | ⭐82 | 50 | 58 | 50 | 50 | 50 | 57 | 62 | 52 | 52 | 50 | 48 | 50 | 72 | 62 | ☠️20 | 60 | 68 | 55 | 66 | 40 | 55 | 52 | 60 | 62 | 68 | 62 | 45 | 57 | 62 | 44 | 45 | 70 | 81 | 57 | 61 | 53 | 48 | 55 | 62 | 46 | 48 | 60 |
8.1.14MarTech ecosystem connectivity | 68 | 82 | 52 | 72 | 55 | 42 | 56 | 67 | 62 | 40 | 38 | 30 | 32 | 36 | 58 | 52 | 42 | ☠️22 | ⭐86 | 35 | 66 | 28 | 52 | 42 | 63 | 68 | 72 | 68 | 25 | 32 | 68 | 68 | 48 | 52 | 68 | 64 | 47 | 47 | 48 | 70 | 62 | 55 | 62 | 50 |
| Commerce | ||||||||||||||||||||||||||||||||||||||||||||
8.2.1Product content depth | 64 | ⭐75 | 48 | 68 | 57 | 46 | 55 | 55 | 68 | 48 | 65 | 58 | 52 | 48 | 70 | 65 | 25 | ☠️15 | 35 | 57 | 44 | 25 | 62 | 48 | 73 | 40 | 75 | 62 | 58 | 48 | 48 | 55 | 56 | 43 | 58 | 38 | 52 | 45 | 52 | 58 | 55 | 64 | 65 | 58 |
8.2.2Merchandising tools | 47 | 70 | 18 | ⭐90 | 22 | 24 | 20 | 20 | 52 | 18 | 40 | 18 | 18 | 16 | 55 | 48 | 15 | ☠️10 | 25 | 22 | 22 | 22 | 55 | 20 | 55 | 36 | 66 | 50 | 20 | 18 | 36 | 56 | 20 | 40 | 52 | 24 | 15 | 15 | 42 | 28 | 18 | 57 | 55 | 44 |
8.2.3Commerce platform synergy | 55 | ⭐85 | 46 | 78 | 48 | 40 | 60 | 52 | 76 | 40 | 58 | 60 | 35 | 36 | 40 | 45 | 28 | ☠️18 | 38 | 62 | 36 | 18 | 30 | 42 | 45 | 55 | 80 | 63 | 35 | 50 | 46 | 47 | 60 | 35 | 68 | 38 | 52 | 40 | 48 | 78 | 32 | 50 | 50 | 38 |
8.2.4Content-driven storytelling | 45 | 72 | 42 | 70 | 48 | 32 | 45 | 49 | ⭐76 | 38 | 50 | 60 | 38 | 38 | 68 | 55 | 30 | ☠️18 | 35 | 42 | 36 | 18 | 45 | 38 | 55 | 48 | 73 | 58 | 35 | 42 | 45 | 35 | 56 | 42 | 48 | 30 | 58 | 42 | 38 | 62 | 60 | 64 | 65 | 48 |
8.2.5Checkout and cart content | 38 | 50 | 25 | 55 | 15 | 22 | 18 | 32 | 48 | 28 | 48 | 28 | 18 | 22 | 42 | 35 | ☠️12 | 12 | 15 | 28 | 22 | 15 | 45 | 15 | 55 | 28 | ⭐60 | 35 | 28 | 18 | 38 | 38 | 20 | 32 | 38 | 18 | 22 | 22 | 35 | 30 | 58 | 52 | 52 | 35 |
8.2.6Post-purchase content | 38 | 42 | 20 | ⭐70 | 15 | 22 | 18 | 45 | 42 | 20 | 38 | 18 | 20 | 18 | 38 | 42 | ☠️12 | 12 | 40 | 20 | 20 | 15 | 42 | 20 | 42 | 20 | 52 | 30 | 20 | 15 | 32 | 30 | 20 | 35 | 28 | 18 | 18 | 22 | 33 | 22 | 32 | 44 | 40 | 42 |
8.2.7B2B commerce content | 52 | 66 | 25 | 52 | 30 | 30 | 22 | 32 | 46 | 22 | 48 | 25 | 35 | 42 | 65 | 55 | 22 | 32 | 38 | 32 | 42 | 28 | 42 | 28 | ⭐77 | 38 | 65 | 40 | 35 | 22 | 45 | 68 | 34 | 48 | 55 | 32 | 30 | 28 | 45 | 28 | ☠️18 | 40 | 38 | 32 |
8.2.8Search and discovery content | 55 | 58 | 32 | ⭐88 | 52 | 32 | 28 | 45 | 48 | 32 | 35 | 32 | 28 | 38 | 58 | 50 | ☠️20 | 20 | 28 | 28 | 48 | 22 | 45 | 22 | 62 | 40 | 71 | 58 | 22 | 22 | 46 | 47 | 42 | 52 | 73 | 52 | 27 | 22 | 35 | 32 | 25 | 46 | 50 | 42 |
8.2.9Promotional content management | 45 | 67 | 38 | ⭐76 | 40 | 35 | 30 | 44 | 52 | 32 | 42 | 35 | 34 | 42 | 55 | 52 | 36 | ☠️18 | 35 | 32 | 34 | 28 | 52 | 35 | 52 | 42 | 70 | 46 | 25 | 30 | 52 | 38 | 41 | 55 | 52 | 38 | 38 | 38 | 42 | 48 | 42 | 56 | 58 | 49 |
8.2.10Multi-storefront content | 62 | ⭐75 | 45 | 75 | 50 | 40 | 48 | 52 | 70 | 40 | 52 | 28 | 42 | 55 | 50 | 50 | ☠️18 | 38 | 30 | 40 | 56 | 18 | 45 | 45 | 58 | 52 | 72 | 55 | 40 | 42 | 58 | 42 | 55 | 55 | 70 | 38 | 57 | 22 | 45 | 58 | 25 | 48 | 52 | 52 |
8.2.11Visual commerce and media | 52 | ⭐82 | 30 | 55 | 38 | 35 | 35 | 54 | 50 | 30 | 38 | 52 | 35 | ☠️28 | 40 | 40 | 30 | 35 | 28 | 32 | 34 | 30 | 38 | 28 | 45 | 38 | 54 | 52 | 28 | 38 | 38 | 28 | 46 | 38 | 56 | 38 | 46 | 41 | 30 | 42 | 35 | 44 | 45 | 40 |
8.2.12Marketplace and seller content | 28 | ⭐38 | 18 | 35 | 25 | 20 | 20 | 28 | 26 | 22 | 25 | 18 | 30 | 22 | 35 | 35 | ☠️12 | 12 | 15 | 25 | 18 | 22 | 18 | 18 | 22 | 25 | 25 | 28 | 25 | 18 | 22 | 32 | 28 | 22 | 22 | 18 | 22 | 22 | 20 | 15 | 15 | 38 | 32 | 22 |
8.2.13Commerce content localization | 55 | ⭐72 | 45 | 58 | 42 | 40 | 48 | 55 | 58 | 38 | 52 | 58 | 45 | 42 | 72 | 60 | ☠️15 | 28 | 38 | 50 | 44 | 30 | 50 | 42 | 58 | 50 | 72 | 52 | 50 | 48 | 52 | 38 | 46 | 55 | 67 | 38 | 53 | 52 | 45 | 48 | 28 | 48 | 50 | 52 |
8.2.14Commerce conversion analytics | 44 | 62 | 20 | ⭐72 | 26 | 25 | 18 | 45 | 45 | 55 | 28 | 18 | 18 | 28 | 28 | 35 | 22 | ☠️12 | 52 | 18 | 32 | 15 | 43 | 15 | 45 | 42 | 60 | 45 | 15 | 18 | 48 | 28 | 20 | 45 | 55 | 32 | 18 | 18 | 40 | 38 | 45 | 42 | 42 | 32 |
| Intranet & Internal | ||||||||||||||||||||||||||||||||||||||||||||
8.3.1Access control depth | 72 | 78 | 38 | 45 | 58 | 68 | 65 | 58 | 45 | 40 | 52 | 48 | 60 | 64 | 85 | 72 | 34 | 82 | 55 | 62 | 70 | 62 | 63 | 65 | ⭐88 | 70 | 73 | 60 | 75 | 40 | 68 | 85 | 64 | 80 | 82 | 70 | 70 | 57 | 68 | 42 | ☠️20 | 52 | 55 | 60 |
8.3.2Knowledge management | 63 | 55 | 38 | 32 | 54 | 52 | 54 | 53 | 50 | 37 | 42 | 38 | 49 | 45 | 75 | 55 | 35 | 72 | 45 | 50 | 65 | 48 | 52 | 65 | ⭐78 | 58 | 63 | 54 | 48 | 38 | 55 | 75 | 58 | 68 | 73 | 62 | 52 | 49 | 65 | 28 | ☠️22 | 48 | 55 | 45 |
8.3.3Employee experience | 51 | 48 | 20 | 25 | 34 | 50 | 30 | 28 | 22 | 22 | 25 | ☠️18 | 22 | 30 | 55 | 40 | 20 | 75 | 30 | 32 | 52 | 32 | 28 | 30 | ⭐83 | 45 | 52 | 38 | 30 | 22 | 45 | 67 | 30 | 55 | 52 | 55 | 25 | 25 | 52 | 18 | 18 | 38 | 35 | 32 |
8.3.4Internal communications | 45 | 42 | 22 | 15 | 34 | 45 | 18 | 28 | 22 | 20 | 18 | 18 | 22 | 28 | 45 | 40 | 30 | 55 | 18 | 22 | 48 | 30 | 32 | 18 | ⭐70 | 45 | 45 | 34 | 20 | ☠️12 | 43 | 48 | 22 | 48 | 30 | 55 | 18 | 32 | 35 | 12 | 15 | 32 | 32 | 20 |
8.3.5People directory and org chart | 32 | 28 | 15 | 12 | 22 | 28 | 15 | 20 | 15 | 15 | 18 | 18 | 25 | 24 | 48 | 35 | ☠️10 | 48 | 15 | 18 | 34 | 18 | 18 | 20 | ⭐60 | 25 | 20 | 22 | 22 | 12 | 22 | 42 | 28 | 22 | 18 | 58 | 12 | 28 | 22 | 10 | 12 | 26 | 22 | 15 |
8.3.6Policy and document management | 45 | 52 | 30 | 14 | 40 | 42 | 28 | 36 | 38 | 31 | 28 | 33 | 34 | 40 | 55 | 45 | 18 | 52 | 18 | 30 | 45 | 24 | 40 | 30 | ⭐62 | 38 | 42 | 38 | 35 | 22 | 38 | 48 | 38 | 45 | 45 | 50 | 28 | 41 | 38 | ☠️10 | 18 | 30 | 30 | 28 |
8.3.7Onboarding content delivery | 35 | 32 | 18 | 15 | 24 | 32 | 18 | 25 | 18 | 15 | 18 | 15 | 22 | 24 | 42 | 32 | 22 | 38 | 18 | 22 | 35 | 18 | 22 | 20 | ⭐55 | 30 | 32 | 28 | 20 | 18 | 38 | 54 | 28 | 38 | 28 | 32 | 22 | 28 | 28 | ☠️12 | 15 | 26 | 25 | 22 |
8.3.8Enterprise search quality | 60 | 48 | 22 | 32 | 48 | 38 | 27 | 40 | 40 | 30 | 22 | 22 | 22 | 34 | 68 | 48 | 22 | 42 | 22 | 24 | 62 | 28 | 40 | 20 | 68 | 42 | 55 | 46 | 22 | ☠️18 | 58 | 52 | 30 | 55 | 58 | ⭐74 | 18 | 32 | 38 | 18 | 18 | 40 | 48 | 34 |
8.3.9Mobile and frontline access | 35 | 38 | 28 | 42 | 34 | 30 | 22 | 35 | 30 | 30 | 25 | ☠️18 | 28 | 34 | 42 | 38 | 30 | 40 | 25 | 25 | 38 | 30 | 28 | 20 | 50 | 32 | 32 | 35 | 25 | 28 | 32 | ⭐57 | 28 | 32 | 35 | 38 | 33 | 32 | 30 | 20 | 25 | 36 | 38 | 28 |
8.3.10Learning and training integration | 32 | 28 | 15 | 12 | 16 | 25 | 12 | 22 | 15 | 15 | 12 | 12 | 15 | 18 | ⭐55 | 30 | 12 | 32 | 15 | 22 | 32 | 18 | 18 | 15 | 42 | 25 | 22 | 20 | 15 | 12 | 28 | 42 | 18 | 20 | 15 | 28 | 12 | 18 | 20 | ☠️10 | 12 | 34 | 28 | 15 |
8.3.11Social and collaboration features | 38 | 25 | 15 | 15 | 34 | 32 | 12 | 22 | 34 | 18 | 18 | 18 | 18 | 18 | 62 | 40 | 32 | 45 | 15 | 15 | 28 | 25 | 17 | 12 | ⭐68 | 32 | 18 | 22 | 15 | 12 | 18 | 62 | 20 | 22 | 18 | 58 | 12 | 18 | 30 | ☠️10 | 12 | 32 | 28 | 15 |
8.3.12Workplace tool integration | 32 | 32 | 25 | 22 | 38 | 25 | 43 | 36 | 25 | 45 | ☠️15 | 22 | 28 | 24 | 52 | 42 | 25 | 22 | 38 | 20 | 50 | 28 | 26 | 20 | ⭐72 | 33 | 42 | 30 | 22 | 20 | 48 | 52 | 35 | 38 | 34 | 45 | 28 | 22 | 28 | 15 | 20 | 28 | 32 | 20 |
8.3.13Content lifecycle and archival | 50 | 50 | 32 | 22 | 46 | 44 | 32 | 38 | 35 | 35 | 30 | 32 | 33 | 40 | 60 | 50 | ☠️18 | 48 | 20 | 22 | 52 | 32 | 38 | 48 | 55 | 40 | 45 | 45 | 25 | 18 | 28 | 48 | 40 | 48 | ⭐66 | 65 | 33 | 34 | 32 | 25 | 22 | 26 | 25 | 30 |
8.3.14Internal analytics and engagement | 38 | 44 | 15 | 28 | 30 | 30 | 22 | 30 | 25 | 28 | 18 | 15 | 18 | 25 | 38 | 35 | 24 | 32 | 25 | 15 | 45 | 20 | 28 | 15 | ⭐52 | 34 | 44 | 36 | 15 | 15 | 40 | 42 | 22 | 42 | 40 | 50 | ☠️12 | 18 | 28 | 12 | 15 | 26 | 28 | 20 |
| Multi-Brand / Multi-Tenant | ||||||||||||||||||||||||||||||||||||||||||||
8.4.1Tenant isolation | 78 | ⭐90 | 60 | 62 | 64 | 58 | 70 | 70 | 58 | 62 | 55 | 60 | 45 | 62 | 65 | 65 | 35 | 70 | 42 | 65 | 72 | ☠️28 | 50 | 58 | 72 | 62 | 68 | 62 | 55 | 60 | 48 | 50 | 67 | 68 | 85 | 60 | 67 | 30 | 65 | 65 | 60 | 66 | 70 | 57 |
8.4.2Shared component library | 73 | ⭐92 | 52 | 58 | 72 | 58 | 44 | 55 | 68 | 38 | 55 | 25 | 38 | 68 | 57 | 62 | 25 | 60 | 44 | 47 | 68 | ☠️22 | 55 | 45 | 68 | 65 | 73 | 67 | 42 | 55 | 68 | 55 | 58 | 75 | 82 | 64 | 62 | 25 | 62 | 78 | 62 | 56 | 65 | 58 |
8.4.3Governance model | 73 | ⭐92 | 50 | 60 | 66 | 62 | 60 | 69 | 66 | 52 | 47 | 38 | 35 | 58 | 67 | 55 | ☠️22 | 65 | 42 | 52 | 70 | 25 | 53 | 50 | 68 | 65 | 68 | 62 | 38 | 40 | 62 | 65 | 58 | 72 | 87 | 66 | 67 | 25 | 58 | 70 | 50 | 48 | 68 | 58 |
8.4.4Scale economics | 65 | 65 | 48 | 55 | 60 | 65 | 42 | 53 | 56 | 55 | 65 | 40 | 56 | 60 | 60 | ⭐73 | 50 | 37 | ☠️30 | 45 | 52 | 50 | 52 | 40 | 56 | 50 | 55 | 48 | 48 | 50 | 68 | 35 | 55 | 45 | 46 | 42 | 48 | 37 | 65 | 58 | 38 | 56 | 55 | 50 |
8.4.5Brand theming and style isolation | 68 | ⭐80 | 30 | 55 | 64 | 52 | 38 | 50 | 58 | 35 | 40 | 25 | 42 | 55 | 60 | 62 | 35 | 60 | 52 | 25 | 62 | 35 | 38 | 22 | 62 | 55 | 60 | 55 | 30 | 42 | 60 | 48 | 42 | 72 | 73 | 63 | 45 | ☠️18 | 45 | 72 | 58 | 56 | 60 | 48 |
8.4.6Localized content governance | 55 | ⭐76 | 40 | 52 | 46 | 40 | 42 | 53 | 62 | 32 | 35 | 35 | 30 | 42 | 52 | 45 | ☠️15 | 52 | 35 | 37 | 63 | 20 | 45 | 32 | 55 | 52 | 63 | 50 | 35 | 38 | 50 | 42 | 37 | 62 | 68 | 48 | 50 | 22 | 38 | 40 | 32 | 38 | 40 | 42 |
8.4.7Cross-brand analytics | 38 | ⭐62 | ☠️15 | 48 | 36 | 25 | 25 | 35 | 35 | 30 | 18 | 15 | 20 | 28 | 30 | 30 | 15 | 18 | 32 | 18 | 40 | 15 | 30 | 15 | 45 | 30 | 32 | 32 | 15 | 18 | 42 | 32 | 32 | 32 | 40 | 45 | 20 | 18 | 25 | 28 | 25 | 32 | 45 | 22 |
8.4.8Brand-specific workflows | 55 | ⭐72 | 50 | 34 | 62 | 48 | 42 | 56 | 55 | 44 | 32 | 50 | 32 | 46 | 62 | 48 | 25 | 52 | 42 | 42 | 60 | ☠️22 | 50 | 42 | 62 | 48 | 63 | 58 | 30 | 38 | 55 | 52 | 50 | 68 | 65 | 60 | 50 | 28 | 45 | 43 | 42 | 42 | 45 | 48 |
8.4.9Content syndication and sharing | 65 | ⭐88 | 42 | 48 | 66 | 40 | 22 | 40 | 69 | 35 | 42 | 22 | 30 | 52 | 48 | 33 | 18 | 62 | 28 | 47 | 68 | ☠️15 | 40 | 25 | 62 | 65 | 52 | 45 | 30 | 25 | 58 | 38 | 43 | 62 | 65 | 50 | 52 | 18 | 35 | 61 | 38 | 40 | 42 | 42 |
8.4.10Regional compliance controls | 55 | ⭐66 | 25 | 52 | 38 | 44 | 28 | 47 | 35 | ☠️15 | 25 | 32 | 25 | 38 | 62 | 45 | 24 | 42 | 32 | 28 | 52 | 20 | 40 | 35 | 50 | 42 | 38 | 42 | 22 | 30 | 48 | 38 | 38 | 52 | 65 | 48 | 30 | 28 | 32 | 28 | 25 | 36 | 40 | 32 |
8.4.11Design system management | 68 | ⭐80 | 30 | 40 | 50 | 44 | 32 | 43 | 48 | 22 | 22 | 22 | 22 | 40 | 55 | 55 | 18 | 48 | 32 | 22 | 58 | 18 | 28 | ☠️15 | 63 | 52 | 49 | 55 | 22 | 44 | 52 | 50 | 40 | 55 | 70 | 68 | 50 | 18 | 37 | 72 | 58 | 38 | 38 | 38 |
8.4.12Cross-brand user management | 68 | ⭐74 | 55 | 58 | 66 | 55 | 55 | 65 | 64 | 54 | 48 | 50 | 40 | 64 | 57 | 48 | ☠️18 | 58 | 45 | 48 | 68 | 18 | 50 | 45 | 68 | 65 | 67 | 60 | 48 | 45 | 60 | 62 | 56 | 70 | 73 | 62 | 59 | 28 | 55 | 60 | 55 | 54 | 60 | 57 |
8.4.13Multi-brand content modeling | 55 | ⭐70 | 42 | 42 | 50 | 40 | 35 | 38 | 46 | 32 | 45 | 30 | 35 | 42 | 55 | 48 | ☠️15 | 42 | 30 | 39 | 52 | 18 | 42 | 35 | 54 | 58 | 59 | 58 | 35 | 32 | 48 | 42 | 57 | 58 | 62 | 52 | 44 | 18 | 40 | 58 | 25 | 38 | 40 | 42 |
8.4.14Portfolio-level reporting | 40 | ⭐58 | 15 | 42 | 36 | 25 | 26 | 30 | 22 | 15 | 18 | ☠️12 | 18 | 24 | 28 | 25 | 12 | 18 | 22 | 15 | 40 | 12 | 25 | 12 | 42 | 28 | 28 | 28 | 15 | 15 | 38 | 32 | 24 | 28 | 28 | 45 | 18 | 18 | 20 | 20 | 18 | 30 | 35 | 20 |
| 9. Regulatory Readiness & Trust | ||||||||||||||||||||||||||||||||||||||||||||
| 9. Regulatory Readiness & Trust | 76 | 79 | 48 | 62 | 47 | 51 | 77 | 71 | 50 | 35 | 47 | 48 | 51 | 59 | 43 | 42 | 40 | 66 | 74 | 60 | 56 | ☠️34 | 47 | 77 | 76 | 63 | 74 | 70 | 39 | 43 | 65 | ⭐87 | 63 | 62 | 78 | 58 | 64 | 55 | 60 | 52 | 58 | 43 | 68 | 57 |
| Data Privacy & Regulatory | ||||||||||||||||||||||||||||||||||||||||||||
9.1.1GDPR & EU data protection | 82 | 85 | 62 | 84 | 58 | 44 | 85 | 82 | 70 | 45 | 66 | 70 | 62 | 64 | 50 | 48 | 64 | 72 | 87 | 74 | 86 | 40 | 62 | 82 | 80 | 75 | 80 | 81 | ☠️38 | 65 | 68 | ⭐92 | 87 | 70 | 85 | 72 | 82 | 78 | 81 | 82 | 68 | 52 | 82 | 65 |
9.1.2HIPAA & healthcare compliance | 78 | 77 | 25 | 36 | 35 | 74 | 72 | 25 | 28 | 25 | 20 | 28 | 25 | 40 | 35 | 28 | 22 | 55 | 78 | 32 | 40 | ☠️18 | 38 | 70 | 68 | 25 | 80 | 74 | 20 | 25 | 74 | ⭐90 | 30 | 40 | 82 | 25 | 40 | 22 | 35 | 25 | 28 | 35 | 52 | 30 |
9.1.3Regional & industry regulations | 78 | 81 | 45 | 67 | 45 | 68 | 75 | 76 | 42 | 30 | 30 | 50 | 38 | 55 | 30 | 40 | 28 | 52 | 73 | 58 | 47 | ☠️18 | 42 | 64 | 67 | 49 | 68 | 57 | 22 | 43 | 60 | ⭐92 | 62 | 57 | 77 | 60 | 58 | 28 | 50 | 50 | 55 | 30 | 82 | 55 |
| Security Certifications | ||||||||||||||||||||||||||||||||||||||||||||
9.2.1SOC 2 Type II | 83 | 80 | 76 | 83 | 58 | 65 | 88 | 90 | 30 | 28 | 35 | 32 | 85 | 83 | 20 | 22 | 28 | 66 | 89 | 84 | 30 | ☠️5 | 35 | 85 | 78 | 86 | 82 | 82 | 25 | 60 | 80 | ⭐93 | 72 | 75 | 88 | 50 | 50 | 84 | 35 | 85 | 78 | 20 | 55 | 76 |
9.2.2ISO 27001 / ISO 27018 | 75 | 85 | 48 | 81 | 40 | 62 | 80 | 75 | 74 | 30 | 30 | 72 | 35 | 74 | 20 | 22 | 28 | 72 | 70 | 72 | 72 | ☠️5 | 52 | 83 | 80 | 72 | 81 | 82 | 25 | 52 | 65 | ⭐92 | 38 | 72 | 85 | 70 | 65 | 38 | 74 | 35 | 82 | 20 | 62 | 72 |
9.2.3Additional certifications | 75 | 80 | 38 | 69 | 47 | 68 | 76 | 55 | 45 | 32 | 40 | 42 | 45 | 64 | 15 | 32 | 32 | 63 | 68 | 55 | 52 | ☠️5 | 45 | 73 | 74 | 55 | 68 | 58 | 20 | 45 | 54 | ⭐85 | 48 | 60 | 79 | 62 | 55 | 42 | 45 | 45 | 62 | 15 | 72 | 45 |
| Data Governance | ||||||||||||||||||||||||||||||||||||||||||||
9.3.1Data residency & sovereignty | 77 | 84 | 70 | 70 | 60 | 35 | 75 | 80 | 70 | 42 | 60 | 48 | 63 | 74 | 80 | 50 | 62 | 80 | 78 | 85 | 77 | 78 | 70 | 85 | 82 | 80 | 80 | 72 | 80 | ☠️33 | 76 | ⭐90 | 75 | 80 | 82 | 65 | 78 | 74 | 82 | 68 | 40 | 80 | 75 | 76 |
9.3.2Data lifecycle & deletion | 70 | 74 | 52 | 69 | 48 | 45 | 78 | 81 | 58 | 50 | 60 | 58 | 57 | 62 | 45 | 52 | 58 | 62 | 78 | 60 | 76 | 45 | 55 | 72 | 76 | 55 | 75 | 62 | ☠️28 | 50 | 56 | ⭐86 | 74 | 55 | 76 | 66 | 65 | 56 | 58 | 50 | 60 | 48 | 72 | 58 |
9.3.3Audit logging & compliance reporting | 76 | 80 | 45 | 56 | 52 | 45 | ⭐93 | 82 | 52 | 52 | 40 | 58 | 56 | 55 | 55 | 50 | 42 | 70 | 70 | 58 | 66 | 45 | 55 | 76 | 75 | 78 | 72 | 65 | 44 | ☠️35 | 65 | 89 | 70 | 60 | 79 | 72 | 68 | 64 | 57 | 42 | 67 | 50 | 75 | 55 |
| Platform Accessibility | ||||||||||||||||||||||||||||||||||||||||||||
9.4.1Authoring UI accessibility | 70 | 64 | 28 | 32 | 35 | 35 | 62 | 64 | 45 | ☠️25 | 63 | 35 | 40 | 32 | 62 | 62 | 34 | 62 | 58 | 38 | 30 | 57 | 30 | ⭐77 | 73 | 52 | 64 | 65 | 62 | 30 | 55 | 72 | 62 | 55 | 65 | 45 | 72 | 54 | 72 | 35 | 52 | 60 | 68 | 44 |
9.4.2Accessibility documentation | 62 | 74 | ☠️22 | 25 | 32 | 28 | 60 | 58 | 25 | 22 | 66 | 25 | 32 | 30 | 45 | 50 | 22 | 58 | 60 | 25 | 25 | 40 | 25 | 64 | 73 | 42 | 50 | 50 | 42 | 22 | 46 | ⭐77 | 56 | 38 | 58 | 45 | 60 | 30 | 62 | 25 | 45 | 42 | 55 | 30 |
| 10. AI Enablement | ||||||||||||||||||||||||||||||||||||||||||||
| 10. AI Enablement | 59 | 75 | 36 | 62 | 62 | 20 | 77 | 77 | 53 | 65 | 42 | 30 | 48 | 50 | 57 | 55 | 23 | 22 | 62 | 45 | 56 | 24 | ☠️17 | 63 | 57 | 59 | 72 | ⭐78 | 41 | 38 | 60 | 56 | 74 | 44 | 78 | 37 | 61 | 37 | 53 | 64 | 61 | 53 | 47 | 52 |
| AI Content Creation | ||||||||||||||||||||||||||||||||||||||||||||
10.1.1AI text generation & editing | 62 | 70 | 52 | 66 | 72 | 30 | 82 | ⭐88 | 72 | 78 | 43 | 25 | 55 | 55 | 64 | 66 | 15 | 35 | 80 | 70 | 60 | 28 | ☠️12 | 70 | 64 | 68 | 73 | 83 | 42 | 52 | 72 | 52 | 82 | 60 | 82 | 52 | 77 | 28 | 66 | 75 | 68 | 60 | 52 | 65 |
10.1.2AI image & media generation | 60 | ⭐82 | 22 | 40 | 36 | 20 | 65 | 68 | 52 | 82 | 45 | 28 | 55 | 62 | 55 | 54 | 20 | 25 | 52 | 22 | 45 | 25 | ☠️8 | 52 | 53 | 70 | 70 | 67 | 30 | 22 | 42 | 15 | 77 | 40 | 70 | 20 | 52 | 45 | 44 | 45 | 60 | 57 | 42 | 45 |
10.1.3AI translation assistance | 52 | 70 | 48 | 45 | 58 | ☠️15 | ⭐78 | 58 | 55 | 70 | 47 | 38 | 72 | 60 | 57 | 55 | 15 | 40 | 68 | 68 | 65 | 35 | 45 | 72 | 58 | 70 | 70 | 68 | 38 | 60 | 58 | 20 | 74 | 62 | 78 | 20 | 77 | 50 | 38 | 68 | 58 | 56 | 40 | 66 |
10.1.4AI metadata & SEO automation | 65 | 80 | 30 | 48 | 57 | 28 | 72 | 77 | 64 | 67 | 42 | 22 | 35 | 52 | 55 | 56 | 25 | 25 | 65 | 44 | 74 | 30 | ☠️16 | 67 | 45 | 65 | 79 | ⭐83 | 42 | 63 | 66 | 28 | 73 | 48 | 82 | 38 | 71 | 28 | 52 | 72 | 75 | 58 | 50 | 55 |
| AI Workflow Automation | ||||||||||||||||||||||||||||||||||||||||||||
10.2.1AI-assisted content operations | 62 | 73 | 30 | 62 | 65 | 22 | ⭐82 | 82 | 56 | 74 | 36 | 22 | 50 | 55 | 65 | 64 | ☠️20 | 38 | 64 | 50 | 65 | 25 | 24 | 72 | 60 | 55 | 69 | 82 | 35 | 58 | 62 | 28 | 76 | 54 | 76 | 38 | 70 | 40 | 56 | 74 | 55 | 52 | 58 | 58 |
10.2.2Agentic workflow automation | 50 | 82 | 35 | 78 | 75 | ☠️5 | 79 | 89 | 60 | 82 | 38 | 22 | 47 | 38 | 67 | 55 | 15 | 8 | 78 | 62 | 52 | 8 | 5 | 82 | 68 | 60 | 78 | ⭐92 | 28 | 44 | 68 | 82 | 87 | 35 | 89 | 35 | 76 | 28 | 60 | 82 | 70 | 50 | 55 | 52 |
10.2.3Content intelligence & insights | 56 | 68 | 20 | 58 | 42 | ☠️10 | 68 | 66 | 40 | 52 | 30 | 18 | 35 | 25 | 45 | 38 | 22 | 10 | 60 | 18 | 45 | 20 | 18 | 64 | 48 | 45 | 71 | 75 | 30 | 20 | 58 | 35 | 72 | 35 | ⭐80 | 58 | 42 | 12 | 34 | 55 | 61 | 40 | 65 | 50 |
10.2.4AI content auditing & quality | 65 | 76 | 25 | 38 | 55 | 10 | 62 | 67 | 40 | 55 | 36 | 20 | 25 | 25 | 58 | 42 | 12 | 15 | 45 | 42 | 66 | 20 | ☠️8 | 70 | 35 | 45 | 72 | 69 | 30 | 20 | 52 | 35 | ⭐78 | 48 | 72 | 55 | 50 | 12 | 33 | 62 | 62 | 42 | 22 | 50 |
| AI Search & Personalization | ||||||||||||||||||||||||||||||||||||||||||||
10.3.1AI/semantic search | 60 | 67 | 22 | ⭐80 | 70 | 15 | 70 | 55 | 52 | 56 | 33 | 22 | 20 | 65 | 47 | 48 | 28 | ☠️12 | 25 | 20 | 28 | 20 | 22 | 65 | 62 | 60 | 60 | 76 | 56 | 20 | 68 | 58 | 79 | 35 | 78 | 68 | 30 | 28 | 60 | 64 | 38 | 50 | 18 | 35 |
10.3.2AI-powered personalization | 56 | 87 | 15 | ⭐88 | 28 | 12 | 79 | 80 | 42 | 22 | ☠️10 | 15 | 10 | 25 | 30 | 28 | 15 | 20 | 60 | 15 | 25 | 18 | 28 | 28 | 50 | 35 | 76 | 84 | 25 | 18 | 70 | 78 | 40 | 62 | 83 | 26 | 35 | 12 | 24 | 57 | 70 | 32 | 40 | 42 |
| AI Platform & Extensibility | ||||||||||||||||||||||||||||||||||||||||||||
10.4.1MCP server availability | 64 | ⭐93 | 84 | 70 | 80 | 42 | 88 | 83 | 15 | 84 | 74 | 65 | 82 | 60 | 42 | 42 | 68 | ☠️0 | 78 | 80 | 68 | 40 | 0 | 78 | 66 | 58 | 78 | 80 | 67 | 72 | 82 | 70 | 92 | 35 | 88 | 5 | 74 | 82 | 70 | 82 | 88 | 60 | 72 | 68 |
10.4.2Bring your own AI model/key (BYOM/BYOK) | 62 | 55 | 38 | 65 | 80 | 32 | ⭐88 | 84 | 76 | 32 | 62 | 44 | 74 | 80 | 85 | 80 | 8 | 48 | 58 | 8 | 85 | 38 | 32 | 20 | 60 | 82 | 56 | 58 | 65 | 12 | 25 | 82 | 62 | 22 | 46 | ☠️5 | 68 | 48 | 84 | 40 | 12 | 80 | 55 | 20 |
10.4.3AI developer extensibility & agent APIs | 70 | 86 | 64 | 72 | 70 | 28 | 85 | 86 | 56 | 85 | 66 | 62 | 55 | 60 | 68 | 68 | 58 | 32 | 63 | 58 | 62 | 35 | ☠️25 | 68 | 64 | 66 | 77 | 77 | 65 | 66 | 52 | 79 | ⭐91 | 35 | 88 | 30 | 63 | 76 | 63 | 70 | 77 | 71 | 62 | 64 |
10.4.4AI governance, safety & audit trails | 52 | 76 | 38 | 60 | 78 | 20 | ⭐85 | 85 | 70 | 70 | 44 | 30 | 72 | 58 | 63 | 70 | 22 | 10 | 72 | 70 | 68 | 15 | ☠️8 | 84 | 70 | 70 | 79 | 84 | 32 | 28 | 62 | 82 | 66 | 46 | 84 | 50 | 64 | 40 | 58 | 57 | 68 | 45 | 52 | 50 |
10.4.5AI observability & usage analytics | 42 | 62 | 15 | 42 | 68 | 8 | 60 | 81 | 35 | 68 | 27 | 18 | 45 | 25 | 63 | 55 | 10 | 8 | 56 | 42 | 40 | 8 | ☠️5 | 45 | 50 | 22 | 74 | ⭐85 | 22 | 16 | 40 | 74 | 68 | 25 | 62 | 38 | 72 | 38 | 54 | 40 | 52 | 42 | 20 | 57 |