Scoring Matrix

Every score for every platform on one page — 39 platforms · 10 categories · 187 criteria

Key70–100Strong40–69Adequate0–39Weak

Criterion	◆Acquia	◆Adobe Experience Manager	◆Bloomreach	■Concrete CMS	●Contentful	●Contentstack	●Cosmic	■Craft CMS	●DatoCMS	●Directus	■Drupal	■Drupal CMS	■Ghost	◆HCL Digital Experience	■HubSpot Content Hub	●Hygraph	◆Jahia	■Joomla	◆Kentico Xperience 13	●Kontent.ai	◆Liferay	◆Magnolia	◆Optimizely PaaS DXP	◆Optimizely SaaS CMS	●Payload CMS	●Prismic	◆Salesforce Experience Cloud	●Sanity	◆Sitecore XP	◆SitecoreAI	■Sitefinity	■Squiz DXP	●Storyblok	●Strapi	■Umbraco	◆Uniform	■Webflow	■WordPress VIP	◆Xperience by Kentico

Composite Scores
Capability	66	⭐76	61	44	69	67	54	54	57	56	62	62	39	42	58	58	52	☠️36	45	61	58	57	67	65	54	49	53	70	57	72	58	55	62	48	54	61	60	58	61
Cost Efficiency	41	☠️24	40	67	66	56	68	65	71	67	72	67	73	30	66	68	42	70	43	68	46	48	41	43	⭐80	69	34	76	24	39	42	40	72	77	72	55	63	56	53
Build Simplicity	46	☠️23	54	47	63	66	66	64	70	69	53	54	68	31	62	66	36	53	39	65	43	53	53	54	65	⭐72	42	68	33	60	52	40	69	69	67	64	63	62	57
Operational Ease	50	41	51	47	59	66	59	53	66	48	50	51	61	36	65	63	50	51	39	66	43	47	50	64	47	66	58	⭐67	☠️31	51	44	61	61	49	60	65	64	60	60
Platform Velocity	62	72	61	52	71	66	51	64	65	68	72	74	63	42	79	65	51	41	☠️40	62	52	56	65	60	74	60	72	78	43	67	58	51	68	73	68	58	75	⭐81	70
Use-Case Fit
Marketing	61	⭐79	68	46	50	59	36	40	45	35	55	55	43	36	72	39	62	☠️31	57	43	58	58	68	66	38	44	43	49	65	72	64	56	52	36	52	59	62	58	54
Commerce	49	65	⭐69	32	34	42	30	44	37	32	51	51	20	☠️20	33	35	41	22	44	30	53	40	63	49	31	31	41	38	43	53	45	30	35	31	39	43	37	50	41
Intranet	46	44	28	39	29	33	25	25	24	29	56	52	22	49	26	28	46	30	33	29	⭐65	39	42	38	29	21	56	32	45	43	40	50	26	31	38	☠️18	18	35	27
Multi-Brand	62	⭐77	56	47	40	48	36	40	33	35	55	51	23	50	37	38	58	☠️23	44	33	59	54	56	52	34	38	46	45	60	65	55	51	43	24	45	54	43	51	44
1. Core Content Management
1. Core Content Management	75	80	62	58	77	76	63	72	77	70	71	70	49	48	55	72	63	☠️46	56	71	64	67	79	69	72	63	49	⭐85	60	74	63	63	73	60	65	67	64	62	67
Content Modeling
1.1.1Content type flexibility	90	83	63	58	78	78	65	80	75	78	88	85	☠️32	52	48	78	65	47	62	72	70	70	92	72	88	70	48	⭐95	74	72	65	62	72	72	78	62	63	65	68
1.1.2Content relationships	82	78	58	60	68	66	60	75	70	80	82	80	☠️32	48	40	82	62	32	52	60	63	60	82	69	⭐86	58	55	82	65	72	65	58	58	62	65	55	55	55	65
1.1.3Structured content support	85	85	62	60	73	75	60	82	82	72	80	78	55	50	50	75	68	☠️37	63	78	62	72	90	74	90	68	40	⭐95	73	79	63	65	82	72	72	80	52	62	68
1.1.4Content validation	76	68	55	62	76	64	60	73	75	72	78	76	35	45	45	72	60	38	63	58	60	65	82	70	85	☠️22	60	⭐88	58	68	60	62	55	65	70	58	52	50	64
1.1.5Content versioning	75	82	67	70	82	81	68	78	73	70	80	77	55	55	65	66	70	67	73	72	70	72	⭐92	72	82	68	☠️38	80	85	82	65	68	77	62	77	65	65	72	72
Authoring Experience
1.2.1Visual/WYSIWYG editing	78	88	73	82	66	77	50	58	75	65	75	74	62	62	78	58	72	55	68	70	72	82	88	80	55	70	65	76	60	78	72	76	⭐92	☠️48	65	88	88	76	68
1.2.2Rich text capabilities	76	73	55	62	75	75	58	75	84	58	75	73	67	48	62	70	58	52	57	65	58	70	75	65	83	65	☠️40	⭐93	60	70	60	60	73	55	70	64	55	72	65
1.2.3Media management	80	⭐91	60	52	78	75	70	76	84	78	72	70	50	57	65	68	62	56	☠️42	65	68	78	75	68	73	80	45	80	62	74	68	68	74	72	72	42	62	60	66
1.2.4Real-time collaboration	42	54	40	40	60	57	52	72	65	75	30	33	42	30	38	52	45	22	30	70	35	45	32	50	30	72	30	⭐90	28	48	45	45	52	30	☠️20	48	80	35	48
1.2.5Content workflows	72	⭐88	72	68	76	86	62	62	73	62	75	76	☠️40	62	57	72	72	62	73	78	75	70	80	73	48	42	57	68	78	83	70	72	76	45	62	72	68	52	73
Content Delivery
1.3.1API delivery model	78	79	64	58	⭐88	82	74	78	80	82	78	77	62	☠️50	57	84	72	55	55	75	72	68	84	72	85	78	53	88	55	79	70	62	76	77	72	68	60	72	77
1.3.2CDN and edge delivery	72	⭐89	62	38	82	78	76	60	82	45	45	46	42	30	70	75	62	☠️25	35	78	55	55	75	70	35	72	57	82	40	80	52	72	78	40	48	84	72	82	73
1.3.3Webhooks and event system	62	72	60	40	82	78	65	62	76	62	50	52	60	☠️35	53	78	52	45	52	70	62	58	62	62	72	48	45	⭐88	38	62	60	52	70	65	62	70	65	60	61
1.3.4Multi-channel output	68	82	63	48	88	82	64	68	78	75	70	68	58	42	☠️40	82	58	40	48	78	63	60	78	63	80	58	42	⭐90	48	74	62	58	78	70	65	78	50	55	64
2. Platform Capabilities
2. Platform Capabilities	67	⭐78	65	41	53	61	39	48	51	41	54	57	34	42	57	47	54	☠️31	54	48	54	56	63	64	37	42	51	49	60	68	58	58	49	37	45	55	58	54	60
Personalization & Experimentation
2.1.1Audience segmentation	72	85	82	35	40	73	20	20	25	22	28	40	25	58	75	22	72	15	65	25	62	70	75	78	☠️10	25	65	10	⭐88	66	68	68	20	10	22	72	65	25	74
2.1.2Content personalization	65	⭐88	78	38	52	70	30	30	30	28	28	38	30	60	68	48	68	18	65	30	60	68	62	76	☠️10	35	60	35	82	69	68	65	40	10	22	80	68	20	68
2.1.3A/B and multivariate testing	62	82	75	20	42	63	20	25	25	15	22	35	15	30	72	22	65	8	60	15	52	58	⭐90	90	28	20	20	25	72	55	68	60	35	☠️5	18	72	72	20	45
2.1.4Recommendation engine	55	75	⭐85	15	18	48	15	15	15	12	15	20	12	15	20	10	38	10	48	20	40	30	38	65	☠️5	12	35	5	28	42	62	35	5	5	10	22	25	30	20
Search & Discovery
2.2.1Built-in search	68	72	⭐86	45	48	45	40	45	50	28	55	48	☠️22	58	45	45	70	48	52	40	75	55	72	65	48	22	52	55	60	70	55	80	25	35	62	22	32	70	48
2.2.2Search extensibility	75	78	72	40	70	65	62	68	70	68	80	⭐82	45	53	☠️35	65	58	35	40	68	68	65	68	58	55	65	40	65	62	70	72	70	65	65	70	72	55	72	72
Commerce Integration
2.3.1Native commerce	62	50	65	52	☠️10	20	12	68	15	12	⭐75	72	18	10	45	10	12	15	72	10	73	35	75	65	18	12	60	15	15	35	50	15	10	10	47	12	62	75	55
2.3.2Commerce platform integration	60	72	⭐80	45	55	62	42	60	60	32	53	58	38	25	45	60	30	☠️20	38	50	42	60	65	60	30	52	50	55	50	65	62	38	50	50	40	72	48	50	65
2.3.3Product content management	60	68	64	42	55	50	50	65	62	60	⭐70	67	25	☠️15	35	48	38	28	65	50	70	45	70	62	50	45	55	50	40	52	55	35	48	45	48	58	60	60	58
Analytics & Intelligence
2.4.1Built-in analytics	52	65	72	48	44	55	28	28	25	28	20	32	63	35	⭐78	30	65	18	65	35	55	40	65	62	☠️15	28	60	42	78	63	58	62	30	20	17	52	68	45	68
2.4.2Analytics integration	65	⭐92	68	55	65	62	50	57	50	44	60	67	62	40	68	62	65	40	52	40	50	55	60	65	☠️30	50	50	55	55	72	62	60	50	35	55	65	65	75	62
Multi-Site & Localization
2.5.1Multi-site management	82	⭐95	68	65	58	65	45	78	35	42	72	63	☠️20	65	55	60	72	30	72	62	75	80	72	70	58	70	55	68	75	87	70	78	62	40	72	68	62	78	70
2.5.2Localization framework	80	88	62	62	85	82	52	72	85	75	⭐90	85	☠️22	58	50	75	70	77	60	82	67	75	90	65	78	62	52	60	90	82	73	68	78	65	78	68	70	55	68
2.5.3Translation integration	72	⭐85	55	☠️35	80	75	42	52	55	58	78	68	45	38	44	68	68	35	62	65	47	68	72	65	35	52	40	58	72	77	60	48	70	45	50	65	65	55	60
2.5.4Multi-brand governance	75	⭐92	58	30	53	62	40	50	35	42	55	52	☠️18	55	40	55	60	20	48	52	65	65	45	58	38	55	55	52	55	82	58	62	55	25	55	58	55	65	62
Digital Asset Management
2.6.1Native DAM capabilities	82	⭐88	40	52	42	60	45	42	55	45	42	52	☠️28	62	38	52	48	35	48	52	62	60	43	62	55	38	35	58	48	72	50	55	48	45	38	38	35	35	58
2.6.2Asset delivery & CDN optimization	72	82	50	35	75	75	72	52	⭐85	52	52	38	40	45	50	65	38	☠️22	42	68	42	40	55	72	42	68	45	75	38	70	45	55	68	35	45	65	52	68	62
2.6.3Video & rich media management	75	⭐85	22	22	22	25	25	22	80	22	25	32	22	38	62	28	20	22	22	25	22	25	☠️15	28	22	22	20	45	25	60	35	30	20	25	18	22	28	25	30
Authoring & Editorial Experience
2.7.1Visual page builder & layout editing	75	80	72	72	52	70	38	40	70	38	63	70	38	45	68	40	65	☠️28	63	58	68	77	72	80	52	62	65	62	68	86	72	72	80	40	42	80	⭐92	65	72
2.7.2Editorial workflow & approvals	62	⭐82	52	60	68	72	55	45	62	52	70	68	40	70	45	65	68	57	70	72	73	65	72	60	40	☠️38	52	50	80	72	50	68	70	62	55	65	65	58	68
2.7.3Publishing calendar & scheduling	52	72	52	55	⭐78	70	55	52	55	38	55	63	38	55	55	55	60	42	50	68	55	45	68	52	☠️20	48	52	60	48	68	45	62	62	50	52	58	48	58	55
2.7.4Real-time collaboration	38	52	35	25	48	62	45	22	50	55	33	30	32	25	30	55	22	☠️20	28	68	32	40	22	42	38	62	22	78	28	58	25	38	58	25	22	45	⭐80	70	35
Marketing & Engagement
2.8.1Forms & data capture	72	⭐82	65	50	22	25	20	60	25	20	82	77	18	65	75	18	58	40	62	20	55	60	72	72	45	22	42	☠️15	68	72	68	72	15	20	60	18	50	65	68
2.8.2Email marketing & ESP integration	70	72	⭐88	30	28	40	28	45	28	☠️20	62	62	60	20	85	30	45	32	62	20	28	48	65	60	22	22	62	20	65	52	72	58	30	20	35	30	60	58	65
2.8.3Marketing automation	72	65	⭐85	20	18	42	18	28	20	15	35	42	25	20	85	18	48	22	65	18	22	48	35	55	☠️12	15	60	15	68	45	58	45	38	20	32	22	38	28	62
2.8.4CDP & customer data integration	72	78	⭐90	18	48	72	18	18	25	18	25	35	42	22	65	20	72	15	55	15	42	62	60	72	☠️12	18	68	20	70	71	72	72	25	15	20	60	45	32	71
Integration & Extensibility
2.9.1App marketplace & ecosystem	75	78	62	38	74	70	45	65	62	48	72	85	42	☠️32	85	48	58	58	52	42	52	72	68	62	45	32	78	72	72	73	60	62	65	72	62	68	62	⭐88	55
2.9.2Webhooks & event streaming	58	⭐78	40	25	62	75	58	58	75	67	38	62	58	☠️18	65	70	45	22	42	75	42	38	55	60	40	55	52	78	45	72	42	55	62	62	55	55	65	50	52
2.9.3Headless preview & staging environments	52	72	62	28	⭐79	75	52	62	72	58	60	57	38	25	48	65	48	☠️20	35	78	35	30	62	58	58	60	30	70	58	76	38	52	65	53	55	72	65	62	62
2.9.4Role-based permissions & governance	60	⭐82	65	50	72	78	35	58	75	72	75	78	☠️32	60	60	65	68	58	62	72	78	62	78	62	62	52	72	65	80	75	60	65	70	60	58	60	60	58	65
3. Technical Architecture
3. Technical Architecture	68	73	61	53	77	73	58	61	69	70	69	69	53	50	60	71	65	☠️42	47	68	64	61	71	63	70	60	62	⭐78	57	76	65	63	71	63	64	67	62	71	62
API & Integration
3.1.1API design quality	72	68	62	50	⭐90	78	72	68	78	80	78	78	62	45	58	86	65	50	☠️42	78	63	63	73	66	82	75	52	88	55	78	62	62	77	72	73	72	62	72	65
3.1.2API performance	62	72	65	44	78	75	68	63	75	65	58	58	58	38	55	78	60	☠️35	38	72	55	57	72	65	73	72	45	⭐80	50	75	60	60	72	59	55	68	60	75	58
3.1.3SDK ecosystem	50	62	52	32	⭐85	85	45	38	65	52	40	40	44	25	44	62	40	☠️18	42	80	48	42	72	55	57	58	55	82	55	82	55	48	70	50	45	58	48	55	45
3.1.4Integration marketplace	72	82	65	62	78	72	48	72	70	57	82	82	59	☠️30	⭐84	60	62	48	38	45	62	55	69	60	50	40	80	62	65	71	62	58	64	60	62	75	62	72	52
3.1.5Extensibility model	85	80	60	68	82	73	64	82	70	82	90	90	38	55	58	70	70	60	62	62	74	72	82	63	⭐92	☠️35	67	92	68	77	68	63	76	82	78	73	68	88	72
Security & Compliance
3.2.1Authentication	72	⭐85	68	63	82	75	62	64	68	72	75	75	☠️34	78	65	76	68	52	58	72	80	75	78	72	65	60	80	72	75	82	67	68	71	55	68	76	65	78	65
3.2.2Authorization model	70	82	65	68	72	75	52	65	78	⭐88	85	85	☠️46	80	55	68	75	68	62	68	85	72	73	68	79	50	85	72	78	82	65	60	72	60	65	65	55	60	65
3.2.3Compliance certifications	82	⭐93	75	38	82	82	45	42	64	68	55	55	44	70	65	74	72	☠️20	45	80	70	75	80	80	32	48	87	78	65	79	80	76	72	58	58	73	72	82	77
3.2.4Security track record	65	62	63	63	72	70	55	35	62	50	⭐78	78	61	62	67	68	58	45	☠️30	70	65	70	76	52	64	52	65	75	48	62	50	67	71	52	70	68	70	62	50
Infrastructure & Reliability
3.3.1Hosting model	72	65	68	72	55	60	55	75	52	80	80	80	74	65	50	55	75	65	60	55	78	72	73	55	80	52	☠️40	60	62	62	73	68	58	⭐82	75	54	55	60	70
3.3.2SLA and uptime	70	⭐85	63	36	82	78	58	45	68	62	50	50	63	50	72	78	70	☠️30	30	80	60	60	70	70	45	64	65	70	60	76	76	70	72	45	55	65	70	82	68
3.3.3Scalability architecture	70	80	62	50	80	78	60	58	70	68	80	80	55	50	70	76	72	☠️38	57	75	65	58	72	65	70	65	65	82	45	79	65	68	75	50	65	68	65	⭐85	62
3.3.4Disaster recovery	⭐75	75	60	43	75	72	55	52	60	58	72	72	42	45	55	72	60	45	☠️38	68	60	60	55	58	65	55	55	72	42	70	62	55	66	64	68	57	55	75	68
Developer Experience
3.4.1Local development	62	58	50	70	55	55	55	78	55	72	78	78	67	☠️40	55	60	65	48	52	45	56	53	72	52	⭐88	68	50	88	42	74	65	67	70	78	68	63	48	72	65
3.4.2CI/CD integration	65	70	53	52	76	72	55	73	75	67	⭐78	78	41	45	55	73	68	☠️30	50	60	55	58	73	57	65	60	50	75	52	74	68	62	65	55	70	66	62	72	63
3.4.3Documentation quality	62	72	60	62	82	72	65	79	80	78	65	67	68	☠️48	72	78	65	50	62	75	66	62	72	62	80	72	60	⭐85	52	77	65	67	76	72	68	74	75	78	68
3.4.4TypeScript support	48	45	45	28	73	70	62	42	78	70	33	33	40	28	38	75	55	☠️10	20	75	38	37	38	64	⭐92	82	48	90	45	81	55	55	67	64	35	70	55	35	30
4. Platform Velocity & Health
4. Platform Velocity & Health	62	72	61	52	71	66	51	64	65	68	72	74	63	42	79	65	51	41	☠️40	62	52	56	65	60	74	60	72	78	43	67	58	51	68	73	68	58	75	⭐81	70
Release Cadence
4.1.1Release frequency	66	78	62	65	78	76	76	72	76	80	79	78	73	63	80	76	62	63	☠️22	78	64	65	73	68	84	70	75	⭐85	38	76	60	67	77	82	75	78	80	78	82
4.1.2Changelog quality	62	65	62	60	72	72	65	72	70	75	72	76	70	50	74	68	63	48	50	68	55	62	70	60	70	65	65	⭐80	☠️38	74	65	68	70	72	70	68	72	72	75
4.1.3Roadmap transparency	58	62	60	60	58	62	45	68	65	75	⭐80	80	45	☠️38	62	62	50	49	38	70	42	55	70	62	72	52	62	70	40	62	52	58	67	72	72	40	70	67	78
4.1.4Breaking change handling	65	62	55	55	78	72	55	70	68	65	63	76	58	60	75	75	55	56	42	72	57	65	69	58	60	65	55	75	☠️35	60	58	53	68	60	65	62	68	⭐85	68
Ecosystem & Community
4.2.1Community size	70	82	48	42	68	56	42	60	58	73	85	82	75	☠️25	82	55	38	42	44	47	50	45	62	55	85	57	85	80	54	68	48	40	62	87	65	46	80	⭐95	60
4.2.2Community engagement	60	68	48	55	64	55	48	68	65	70	81	78	65	☠️28	74	60	42	40	35	52	47	50	63	55	73	54	70	75	52	62	50	38	60	75	68	44	70	⭐86	65
4.2.3Partner ecosystem	72	⭐92	66	48	75	72	50	60	58	64	82	77	45	47	85	58	60	☠️30	48	57	52	65	74	70	55	62	90	70	65	85	68	53	64	60	65	72	78	85	70
4.2.4Third-party content	55	78	42	45	72	50	42	63	60	67	70	83	63	☠️18	82	58	40	28	38	45	35	40	60	50	72	60	80	76	48	65	50	38	61	75	60	48	82	⭐95	58
Market Signals
4.3.1Talent availability	57	68	45	38	75	50	38	60	55	62	61	70	55	☠️22	78	55	40	32	45	40	43	40	55	52	61	55	80	66	47	62	55	40	52	75	57	46	73	⭐95	60
4.3.2Customer momentum	57	73	72	47	70	76	48	62	65	68	59	62	70	37	⭐83	70	50	24	☠️15	60	48	55	63	65	83	62	70	80	28	68	60	48	70	70	66	72	80	73	68
4.3.3Funding and stability	50	92	75	50	80	74	50	58	58	57	76	80	72	74	⭐93	65	42	☠️33	50	65	60	72	63	65	86	52	88	86	36	62	63	55	73	70	70	52	72	71	68
4.3.4Competitive positioning	64	67	72	45	68	65	54	60	60	62	58	64	62	38	76	62	45	☠️22	22	62	50	55	73	68	⭐82	60	60	78	46	62	65	52	79	65	65	72	70	68	72
4.3.5Customer sentiment	67	60	82	58	64	73	50	61	75	67	69	54	63	☠️37	80	78	62	45	58	77	65	50	55	58	82	67	60	⭐89	40	67	63	50	76	78	78	55	75	74	78
5. Total Cost of Ownership
5. Total Cost of Ownership	41	☠️24	40	67	66	56	68	65	71	67	72	67	73	30	66	68	42	70	43	68	46	48	41	43	⭐80	69	34	76	24	39	42	40	72	77	72	55	63	56	53
Licensing
5.1.1Pricing transparency	33	30	30	65	65	40	78	65	70	60	⭐95	78	80	35	82	70	42	95	45	78	35	55	35	30	85	72	30	80	☠️25	25	32	35	79	78	88	45	70	30	63
5.1.2Pricing model fit	39	☠️18	40	72	52	50	55	78	62	58	⭐90	73	62	35	55	55	48	88	52	60	45	50	47	35	85	58	30	60	30	35	40	35	64	78	85	55	52	45	60
5.1.3Feature gating	45	☠️28	42	68	50	45	42	68	58	74	⭐95	78	63	55	45	55	52	90	50	55	52	50	44	42	92	52	35	63	30	50	48	40	53	55	72	42	45	60	55
5.1.4Contract flexibility	41	☠️22	40	60	62	50	62	62	70	55	92	82	76	28	62	65	35	⭐95	45	68	48	45	38	35	90	62	25	75	28	32	35	30	70	82	85	35	60	50	40
5.1.5Free / Hobby Tier	15	10	10	72	52	10	70	68	70	63	90	85	55	28	62	72	50	88	20	45	74	62	☠️5	8	⭐92	62	5	82	8	15	22	15	48	90	88	25	55	5	22
Implementation Cost Signals
5.2.1Time-to-first-value	42	☠️22	42	68	75	70	74	65	75	76	50	55	82	25	82	78	35	55	40	72	40	43	50	52	80	80	40	⭐86	22	42	42	35	85	82	55	68	80	60	60
5.2.2Typical implementation timeline	42	☠️20	42	66	72	65	68	65	70	70	45	52	⭐78	25	75	70	35	52	50	70	42	45	42	45	70	75	35	78	20	30	45	40	75	75	55	60	75	65	52
5.2.3Specialist cost premium	40	☠️18	40	62	68	62	72	62	76	76	45	52	72	22	68	68	30	42	45	70	42	38	42	42	80	82	30	70	22	25	55	30	78	⭐85	58	62	55	85	52
Operational Cost Signals
5.3.1Hosting costs	52	35	55	67	82	78	80	52	82	58	55	56	72	28	85	82	45	68	45	85	50	45	52	65	60	82	65	⭐88	☠️20	70	50	80	88	72	58	80	82	55	65
5.3.2Ops team requirements	55	38	55	57	85	80	80	55	82	60	40	47	78	25	85	78	40	37	45	82	40	42	50	68	57	85	60	85	☠️18	70	48	75	⭐88	55	55	82	82	80	65
5.3.3Vendor lock-in and exit cost	48	☠️20	48	72	62	66	65	68	65	80	⭐90	75	82	27	30	58	48	53	38	65	40	55	38	56	80	55	20	72	35	37	42	35	65	90	82	48	35	78	48
6. Build Simplicity
6. Build Simplicity	46	☠️23	54	47	63	66	66	64	70	69	53	54	68	31	62	66	36	53	39	65	43	53	53	54	65	⭐72	42	68	33	60	52	40	69	69	67	64	63	62	57
Learning Curve
6.1.1Concept complexity	38	☠️8	48	45	75	72	78	65	74	70	60	48	78	25	55	78	30	52	35	68	34	55	46	55	70	68	30	30	28	48	52	30	70	78	65	55	56	⭐82	52
6.1.2Onboarding resources	57	47	55	42	78	75	68	70	76	67	48	62	68	☠️35	82	75	48	40	55	68	56	50	64	50	47	76	77	78	50	65	55	45	74	68	66	68	82	⭐88	72
6.1.3Framework familiarity	38	☠️25	62	38	80	⭐88	76	60	78	73	57	48	70	25	42	78	30	60	33	72	38	45	44	63	88	72	38	82	32	70	50	38	76	82	63	64	52	45	52
Implementation Complexity
6.2.1Boilerplate and starter quality	50	40	52	35	75	65	66	65	70	63	45	55	60	36	74	68	☠️28	45	37	58	45	55	72	55	67	74	46	78	44	68	55	30	75	66	70	72	68	⭐82	55
6.2.2Configuration complexity	40	☠️14	52	50	58	55	72	55	68	64	52	48	75	22	64	62	32	50	33	75	35	47	45	53	68	76	32	⭐78	20	67	42	33	58	62	68	52	68	35	55
6.2.3Data modeling constraints	50	☠️24	58	48	35	41	50	65	60	68	45	60	43	32	45	48	40	62	40	43	45	55	50	52	42	65	40	⭐80	45	58	55	38	60	50	62	60	42	40	62
6.2.4Preview and editing integration	55	38	55	62	40	47	48	58	64	62	57	58	52	58	⭐75	50	45	50	43	50	55	65	58	48	52	63	57	58	42	51	50	52	55	63	68	70	75	☠️35	58
Team & Talent
6.3.1Required specialization	35	☠️8	55	42	75	72	74	65	75	73	60	50	76	22	55	74	28	50	38	75	37	45	55	55	⭐82	76	27	62	22	51	45	40	73	82	65	62	56	60	50
6.3.2Team size requirements	42	☠️12	48	52	78	80	78	72	76	77	52	52	83	25	72	76	35	62	36	75	38	50	48	52	80	80	35	82	20	65	52	38	76	⭐85	72	65	76	78	52
6.3.3Cross-functional complexity	57	☠️24	58	58	34	75	42	67	52	69	55	63	79	30	68	40	52	59	47	65	49	60	52	55	44	70	42	55	32	67	65	58	78	42	70	80	70	⭐82	64
7. Operational Ease
7. Operational Ease	50	41	51	47	59	66	59	53	66	48	50	51	61	36	65	63	50	51	39	66	43	47	50	64	47	66	58	⭐67	☠️31	51	44	61	61	49	60	65	64	60	60
Upgrade & Patching
7.1.1Upgrade difficulty	50	72	57	42	82	⭐88	60	50	82	47	47	55	62	35	80	80	42	59	35	82	36	48	40	80	48	72	68	72	☠️22	50	38	75	82	52	58	72	76	28	62
7.1.2Security patching	58	68	48	48	⭐88	86	80	48	86	38	75	75	68	45	85	85	58	50	40	85	48	42	52	82	42	84	78	85	☠️25	75	44	80	85	50	68	85	85	87	68
7.1.3Vendor-forced migrations	40	☠️12	48	62	28	58	42	58	58	43	48	42	55	33	43	50	40	50	30	⭐68	40	55	42	55	53	48	45	48	30	26	58	50	42	50	53	58	52	35	58
7.1.4Dependency management	45	38	58	52	⭐85	85	78	55	76	54	35	35	70	25	80	82	40	56	40	80	36	48	56	75	52	80	80	48	☠️20	65	40	78	82	45	58	75	78	40	52
Operational Overhead
7.2.1Monitoring requirements	53	45	52	35	72	75	58	38	64	41	40	42	60	☠️30	67	65	52	38	33	78	44	48	58	65	38	67	50	72	30	56	38	62	68	42	55	60	60	⭐88	66
7.2.2Content operations burden	45	☠️22	48	42	65	44	48	45	48	48	35	38	57	40	52	42	45	60	38	60	50	40	66	48	42	50	45	⭐71	35	47	48	46	48	43	64	50	48	32	44
7.2.3Performance management	48	38	55	42	80	78	75	45	76	45	50	50	70	30	75	78	55	60	38	78	42	52	43	73	45	78	55	78	☠️28	38	40	72	80	50	57	80	78	⭐88	68
Support & Resolution
7.3.1Support tier quality	55	40	53	45	30	52	52	55	64	50	45	45	48	45	52	52	65	☠️18	55	38	48	50	53	55	48	65	40	44	38	55	50	58	45	45	55	62	46	⭐84	67
7.3.2Community support quality	60	35	40	52	35	47	45	72	50	63	75	70	62	☠️30	63	48	45	55	42	50	43	38	48	50	57	58	70	80	52	50	32	38	42	58	70	45	68	⭐90	52
7.3.3Issue resolution velocity	48	34	50	50	35	44	58	60	58	54	42	45	60	38	53	48	55	62	42	42	40	45	42	52	45	60	45	64	☠️28	53	45	52	42	50	60	⭐65	50	35	62
8. Use-Case Fit
8. Use-Case Fit	54	⭐66	55	41	38	46	32	37	35	33	54	52	27	39	42	35	52	☠️26	44	34	59	47	57	51	33	34	46	41	53	58	51	47	39	30	43	44	40	49	42
Marketing Sites
8.1.1Landing page tooling	70	85	68	66	55	72	42	50	65	48	65	78	48	☠️35	86	52	70	38	65	55	64	70	77	72	48	72	57	63	70	77	72	72	88	38	58	78	⭐90	72	65
8.1.2Campaign management	58	⭐78	74	35	40	50	32	35	28	28	35	38	40	30	78	35	63	☠️22	63	45	40	60	65	58	25	30	45	38	75	73	62	44	50	25	38	42	32	40	61
8.1.3SEO tooling	76	84	65	69	50	48	38	55	62	44	78	80	72	☠️35	⭐85	42	68	58	62	55	62	60	70	70	68	60	42	55	65	78	75	63	55	40	65	60	75	82	69
8.1.4Performance marketing	58	74	70	52	40	42	☠️22	30	22	25	47	50	45	22	⭐80	32	60	32	60	30	45	43	66	70	40	28	35	35	62	72	72	55	35	22	55	35	55	55	64
8.1.5Personalization and targeting	45	78	82	30	62	65	22	☠️20	22	20	50	40	22	42	68	38	72	20	60	30	73	62	76	75	20	35	52	42	72	⭐83	68	65	32	20	62	80	70	42	63
8.1.6A/B testing and experimentation	58	78	78	20	60	70	20	25	22	☠️15	42	35	18	18	72	30	68	15	60	28	68	55	78	78	38	20	20	45	62	⭐80	70	60	50	25	58	72	74	52	25
8.1.7Content velocity	62	75	65	62	57	70	58	55	70	42	58	68	55	45	⭐80	48	65	☠️35	58	60	60	62	68	68	45	62	42	60	58	79	65	65	75	55	55	72	76	70	62
8.1.8Multi-channel publishing	65	⭐78	75	30	55	72	50	48	65	55	62	55	55	48	62	55	55	☠️25	50	62	65	52	65	65	45	48	42	65	62	65	52	48	55	55	50	48	32	55	62
8.1.9Marketing analytics integration	48	⭐80	68	42	42	65	☠️22	35	28	28	45	52	60	28	74	28	58	30	55	28	52	60	63	60	25	32	38	40	68	57	58	50	38	30	52	48	70	68	48
8.1.10Brand and design consistency	68	⭐82	60	55	50	58	35	38	45	35	58	58	40	45	65	32	62	30	48	45	62	58	65	65	35	58	48	45	70	78	62	62	53	☠️22	45	75	78	55	45
8.1.11Social and sharing integration	42	55	42	42	32	38	30	42	42	35	45	48	⭐60	☠️20	58	28	45	25	52	25	42	38	42	45	35	38	32	35	45	42	42	40	35	28	38	28	38	60	30
8.1.12Marketing asset management	72	⭐90	62	42	45	50	48	48	72	42	52	48	☠️32	55	42	40	55	35	45	45	58	58	65	62	38	45	38	58	60	80	55	55	50	42	42	52	38	50	58
8.1.13Marketing localization	62	⭐82	65	50	50	55	52	52	50	45	72	62	☠️20	60	68	52	62	40	55	52	60	60	68	62	45	55	42	45	70	75	62	48	57	52	48	55	62	48	60
8.1.14MarTech ecosystem connectivity	68	80	72	42	52	62	32	32	30	32	58	55	38	☠️22	⭐85	35	60	28	55	42	48	65	72	65	25	32	68	47	65	65	72	52	47	45	48	68	62	60	38
Commerce
8.2.1Product content depth	62	⭐75	65	46	55	52	48	65	58	52	70	72	25	☠️15	35	55	48	25	62	48	73	40	72	62	58	48	55	52	45	58	55	34	48	45	52	58	55	65	58
8.2.2Merchandising tools	47	70	⭐90	24	20	20	18	38	18	18	55	48	15	☠️10	25	22	35	22	55	20	55	30	65	52	20	18	50	20	40	52	38	18	15	15	42	28	18	55	44
8.2.3Commerce platform synergy	55	⭐85	82	40	60	50	40	58	60	35	40	60	28	☠️18	38	62	40	18	30	42	45	55	79	63	35	50	45	53	35	68	52	28	52	40	48	78	32	50	38
8.2.4Content-driven storytelling	45	⭐72	68	32	45	45	38	50	60	38	68	62	28	☠️18	35	42	40	18	45	38	55	48	70	58	35	42	35	55	42	48	45	30	58	42	38	62	60	65	48
8.2.5Checkout and cart content	38	45	55	22	18	32	28	48	28	18	42	35	☠️12	12	15	28	35	15	45	15	55	28	⭐60	35	28	18	38	20	32	38	38	18	22	22	35	30	58	52	35
8.2.6Post-purchase content	38	42	⭐65	22	18	45	20	38	18	20	38	42	☠️12	12	40	20	28	15	42	20	42	20	52	30	20	15	30	18	35	28	32	18	18	22	32	22	32	40	42
8.2.7B2B commerce content	52	60	62	30	22	32	22	48	25	35	65	58	22	32	35	32	42	28	42	28	⭐75	38	65	42	35	22	65	32	48	55	45	28	30	28	45	28	☠️18	38	32
8.2.8Search and discovery content	55	58	⭐88	32	28	44	25	35	32	28	58	50	☠️20	20	28	28	52	22	45	22	62	42	62	52	22	22	42	38	52	68	42	45	22	22	35	32	25	50	35
8.2.9Promotional content management	45	65	⭐75	35	30	40	32	42	35	32	55	52	25	☠️18	35	32	45	28	52	35	52	42	68	50	25	30	38	38	55	52	52	35	38	38	42	45	42	58	45
8.2.10Multi-storefront content	62	⭐75	72	40	48	48	40	52	28	42	50	55	☠️18	38	30	38	58	18	45	45	58	52	72	55	40	42	42	55	55	70	58	38	48	22	45	58	25	52	52
8.2.11Visual commerce and media	52	⭐82	68	35	35	42	30	38	52	35	40	40	☠️28	35	28	32	38	30	38	28	45	38	50	52	28	38	28	42	38	55	38	35	44	38	30	42	35	45	40
8.2.12Marketplace and seller content	28	⭐38	35	20	20	28	22	22	18	30	35	35	☠️12	12	15	25	22	22	18	18	22	25	25	28	25	18	32	27	22	22	22	18	22	22	20	15	15	32	22
8.2.13Commerce content localization	55	⭐72	65	40	48	52	38	52	58	42	72	62	☠️15	28	38	48	52	30	50	42	58	50	72	52	50	48	38	43	55	64	52	35	50	52	45	48	48	50	52
8.2.14Commerce conversion analytics	42	62	⭐72	25	18	45	18	28	18	18	28	35	20	☠️12	52	18	38	15	43	15	45	38	60	45	15	18	28	20	45	55	48	32	18	18	38	38	45	42	32
Intranet & Internal
8.3.1Access control depth	72	78	55	68	65	55	35	50	48	65	85	76	32	82	55	62	70	62	65	65	⭐88	70	73	68	75	40	85	62	80	82	68	63	65	55	68	42	☠️28	55	55
8.3.2Knowledge management	63	55	48	52	54	50	32	42	38	47	75	60	35	72	45	50	62	48	52	65	⭐78	58	63	52	48	38	75	55	68	73	52	57	47	48	65	28	☠️22	55	45
8.3.3Employee experience	51	48	25	50	30	28	22	25	☠️18	22	55	55	20	75	30	32	55	32	30	30	⭐83	45	52	45	30	22	65	30	55	52	45	55	25	25	52	18	18	35	32
8.3.4Internal communications	45	42	15	45	18	28	20	18	18	22	45	50	22	55	18	22	48	30	35	18	⭐70	45	45	38	20	☠️12	48	22	48	30	43	52	18	32	35	12	15	32	20
8.3.5People directory and org chart	32	28	12	28	15	20	15	18	18	25	48	48	☠️10	48	15	18	35	18	18	20	60	25	20	22	22	12	42	28	22	18	22	⭐62	12	28	22	10	12	22	15
8.3.6Policy and document management	45	52	20	42	28	34	28	28	32	32	55	45	18	52	18	30	42	24	40	30	⭐62	38	42	38	35	22	48	33	45	45	38	42	28	38	38	☠️10	18	30	28
8.3.7Onboarding content delivery	35	32	15	32	18	25	15	18	15	22	42	45	18	38	18	22	35	18	22	20	⭐55	30	32	30	20	18	52	28	38	28	38	32	22	28	28	☠️12	15	25	22
8.3.8Enterprise search quality	60	48	38	38	27	38	22	22	22	22	⭐68	58	22	42	22	22	62	28	36	20	68	42	46	42	22	☠️18	52	25	55	55	48	68	18	32	38	18	18	48	30
8.3.9Mobile and frontline access	35	38	42	30	22	35	30	25	☠️18	28	42	38	30	40	25	25	38	30	28	20	50	32	32	35	25	28	⭐57	28	32	35	32	38	25	32	30	20	25	38	28
8.3.10Learning and training integration	32	28	12	25	12	22	15	12	12	15	⭐55	48	12	32	15	22	28	18	18	15	42	25	22	20	15	12	42	18	20	15	28	28	12	18	20	☠️10	12	28	15
8.3.11Social and collaboration features	38	25	15	32	12	22	18	18	18	18	62	55	22	45	15	15	28	22	15	12	⭐68	22	18	22	15	12	62	20	22	18	18	55	12	18	30	☠️10	12	28	15
8.3.12Workplace tool integration	32	32	22	25	35	35	45	☠️15	22	28	52	52	25	22	38	20	42	28	18	20	⭐72	28	42	30	22	20	52	30	38	32	48	38	28	22	28	15	22	32	20
8.3.13Content lifecycle and archival	48	50	38	44	32	35	30	30	32	30	60	50	☠️18	48	20	22	50	32	38	48	55	38	45	45	25	18	48	32	48	⭐65	28	58	28	32	32	25	22	25	30
8.3.14Internal analytics and engagement	38	44	28	30	22	30	18	18	15	18	35	35	22	32	25	15	42	20	28	15	⭐52	30	40	32	15	15	42	22	42	40	40	42	☠️12	18	28	12	15	28	20
Multi-Brand / Multi-Tenant
8.4.1Tenant isolation	78	⭐90	64	58	70	70	62	55	60	45	65	65	35	70	42	65	72	☠️28	50	58	72	62	68	62	55	60	50	67	68	85	48	60	65	30	65	65	60	70	57
8.4.2Shared component library	73	⭐92	65	58	44	50	38	55	25	38	57	62	25	60	44	45	65	☠️22	55	40	62	65	73	67	42	52	55	57	75	82	68	58	55	25	60	78	62	65	58
8.4.3Governance model	73	⭐92	61	62	55	64	48	47	38	35	67	63	☠️22	65	42	52	67	25	53	50	68	65	68	62	38	40	65	53	72	86	62	63	57	25	58	68	48	68	55
8.4.4Scale economics	65	65	55	65	42	50	45	65	40	70	60	⭐73	52	37	☠️30	45	50	50	58	40	56	50	55	48	48	50	35	55	45	45	68	45	48	40	65	58	38	55	50
8.4.5Brand theming and style isolation	68	⭐80	58	52	38	45	35	40	25	42	60	58	35	60	52	25	62	35	42	22	62	55	60	55	30	42	48	42	72	73	60	58	45	☠️18	45	72	58	60	48
8.4.6Localized content governance	55	⭐76	58	40	42	48	32	35	35	30	52	45	☠️15	52	35	35	60	20	45	32	55	52	63	50	35	38	42	37	62	64	50	42	42	22	38	40	32	40	42
8.4.7Cross-brand analytics	38	⭐62	48	25	25	35	18	18	☠️15	20	30	30	15	18	32	18	40	15	30	15	45	30	32	32	15	18	32	28	32	32	42	38	18	18	25	28	25	45	22
8.4.8Brand-specific workflows	55	⭐72	52	48	42	55	40	32	50	32	62	48	25	52	42	42	60	☠️22	50	42	62	48	63	58	30	38	52	42	68	65	55	55	50	28	45	38	42	45	48
8.4.9Content syndication and sharing	65	⭐88	48	40	22	35	35	42	22	30	48	38	18	62	28	42	58	☠️15	40	25	62	65	52	45	28	25	38	43	62	62	58	50	30	18	35	58	38	42	42
8.4.10Regional compliance controls	55	⭐66	52	44	28	45	☠️18	25	32	25	62	45	22	42	32	28	52	20	40	35	50	40	38	42	22	30	38	37	52	65	48	48	30	28	32	28	25	40	32
8.4.11Design system management	68	⭐80	50	44	32	38	22	22	22	22	55	52	18	48	32	22	55	18	28	☠️15	58	52	49	55	22	42	50	38	55	70	52	58	45	18	35	72	58	38	38
8.4.12Cross-brand user management	68	⭐74	62	55	50	58	48	48	50	42	57	52	☠️18	58	45	48	68	18	52	38	68	65	67	60	48	45	62	52	70	72	60	55	53	28	55	60	55	60	55
8.4.13Multi-brand content modeling	55	⭐70	55	40	35	38	32	45	30	35	55	48	☠️15	42	30	35	50	18	42	22	52	58	59	58	35	32	42	55	58	62	48	48	38	18	40	55	25	40	42
8.4.14Portfolio-level reporting	40	⭐58	42	25	22	30	15	18	☠️12	18	28	30	12	18	22	15	38	12	25	12	42	28	28	28	15	15	32	18	28	28	38	35	15	18	20	20	18	35	20
9. Regulatory Readiness & Trust
9. Regulatory Readiness & Trust	76	78	73	46	77	73	36	43	48	51	43	42	37	65	77	67	48	☠️31	47	72	73	62	72	69	36	44	⭐88	63	50	79	58	55	64	49	58	52	58	72	56
Data Privacy & Regulatory
9.1.1GDPR & EU data protection	82	85	82	☠️28	85	85	42	52	70	62	50	48	64	72	85	82	60	40	62	82	78	70	80	80	38	65	⭐92	80	55	85	65	72	82	60	75	82	68	82	67
9.1.2HIPAA & healthcare compliance	78	75	62	50	72	50	25	20	28	25	35	28	22	55	73	42	52	☠️18	38	60	62	25	72	68	20	25	⭐88	52	30	82	45	25	40	22	35	25	28	72	30
9.1.3Regional & industry regulations	78	79	65	62	72	72	28	30	50	38	30	40	32	52	72	62	48	☠️18	42	62	60	47	68	57	22	43	⭐92	60	35	75	57	50	58	28	48	50	55	65	52
Security Certifications
9.2.1SOC 2 Type II	85	80	85	65	88	88	28	35	32	85	20	22	28	66	88	82	30	☠️5	35	85	78	85	82	82	25	68	⭐95	72	45	88	80	55	50	82	35	85	78	88	76
9.2.2ISO 27001 / ISO 27018	75	85	80	62	80	75	30	30	72	35	20	22	28	72	70	72	70	☠️5	52	75	80	72	78	82	25	52	⭐92	38	45	84	63	65	65	38	74	35	82	72	72
9.2.3Additional certifications	75	82	68	68	72	55	32	40	42	45	15	32	32	63	66	60	55	☠️5	45	60	65	52	68	58	20	45	⭐92	48	42	74	58	57	55	22	45	45	62	60	45
Data Governance
9.3.1Data residency & sovereignty	77	80	79	35	78	83	60	40	48	63	80	50	45	80	78	72	65	78	70	78	80	80	70	72	80	☠️33	⭐90	75	85	82	55	55	78	76	68	68	40	75	72
9.3.2Data lifecycle & deletion	68	74	72	42	78	78	45	48	58	57	45	55	62	62	78	72	40	32	55	72	72	55	68	62	☠️28	50	⭐85	65	45	75	52	52	65	44	58	50	60	72	60
9.3.3Audit logging & compliance reporting	76	76	74	45	85	75	48	40	58	56	55	50	☠️28	70	76	65	45	38	52	74	75	76	72	65	44	35	⭐88	68	55	82	62	60	64	55	57	42	65	75	50
Platform Accessibility
9.4.1Authoring UI accessibility	70	64	65	35	62	67	☠️25	63	35	40	62	62	32	55	⭐78	60	30	52	30	68	70	52	66	65	52	30	70	62	55	72	48	52	75	50	72	35	52	65	42
9.4.2Accessibility documentation	60	74	58	28	65	62	☠️22	70	25	32	45	50	22	55	72	48	25	25	25	60	70	42	55	50	22	22	⭐80	55	38	65	42	55	60	30	62	25	45	55	30
10. AI Enablement
10. AI Enablement	51	70	56	19	⭐74	55	61	30	28	46	56	52	19	22	59	38	20	22	☠️15	57	50	40	55	66	39	31	53	70	48	72	43	29	56	30	41	55	55	42	56
AI Content Creation
10.1.1AI text generation & editing	58	70	65	30	⭐82	78	78	40	25	55	62	68	15	35	78	60	38	28	☠️12	70	52	63	55	75	42	52	52	80	58	80	65	52	74	28	52	72	65	52	65
10.1.2AI image & media generation	58	⭐82	35	20	65	20	82	28	22	55	55	50	20	25	52	22	☠️5	25	8	52	50	70	45	55	30	22	15	70	48	63	28	20	52	45	38	45	42	38	45
10.1.3AI translation assistance	55	45	45	15	⭐78	52	68	45	38	50	55	60	15	40	68	60	52	20	☠️10	68	55	65	58	60	38	60	20	72	55	73	52	20	75	50	30	65	58	40	55
10.1.4AI metadata & SEO automation	62	⭐80	52	25	72	62	65	30	22	35	55	58	25	25	65	38	15	30	☠️10	55	42	62	60	80	42	63	28	70	55	72	55	30	68	28	50	68	75	50	67
AI Workflow Automation
10.2.1AI-assisted content operations	58	70	65	22	⭐81	62	72	☠️18	22	50	62	65	18	38	62	40	22	22	22	65	52	42	55	72	35	50	28	72	52	74	45	35	65	35	40	65	50	58	60
10.2.2Agentic workflow automation	60	78	75	☠️5	72	58	80	22	22	40	65	55	12	8	75	50	5	8	5	65	62	15	50	80	28	15	78	83	48	⭐88	22	18	70	22	35	78	58	52	68
10.2.3Content intelligence & insights	52	65	60	☠️10	62	54	50	14	18	35	45	42	15	10	58	18	30	20	18	58	42	15	60	70	30	20	35	65	42	⭐72	42	28	30	12	22	52	55	65	50
10.2.4AI content auditing & quality	62	⭐75	38	10	62	42	55	12	20	25	55	38	12	15	45	30	☠️5	20	8	63	30	22	48	60	30	20	35	68	58	65	22	30	37	12	25	52	60	22	55
AI Search & Personalization
10.3.1AI/semantic search	58	55	⭐78	15	70	28	38	28	22	20	47	48	20	☠️12	25	20	22	20	22	65	62	32	58	72	52	20	48	75	35	69	62	68	30	28	22	28	38	18	35
10.3.2AI-powered personalization	52	87	⭐88	12	76	72	22	☠️10	15	10	30	28	12	20	58	15	20	18	35	28	48	25	72	82	25	18	78	38	62	80	68	22	33	12	22	55	70	40	42
AI Platform & Extensibility
10.4.1MCP server availability	18	⭐90	62	42	82	40	80	68	55	75	42	35	52	☠️0	55	68	0	38	0	78	48	8	35	32	62	45	55	90	50	84	42	5	70	45	60	70	78	65	68
10.4.2Bring your own AI model/key (BYOM/BYOK)	32	48	30	25	⭐85	80	32	50	42	80	85	78	8	48	58	8	28	38	25	20	72	82	42	40	65	12	82	60	22	35	35	☠️5	60	42	78	40	12	18	55
10.4.3AI developer extensibility & agent APIs	45	84	60	28	82	63	78	55	55	55	65	65	45	32	52	52	30	35	☠️25	65	58	50	62	65	58	48	75	⭐85	45	82	32	30	55	60	55	60	70	50	58
10.4.4AI governance, safety & audit trails	52	74	35	20	⭐82	62	60	22	30	65	60	58	10	10	72	60	15	10	☠️8	65	42	38	60	70	32	15	82	63	55	76	38	42	55	18	48	35	58	42	60
10.4.5AI observability & usage analytics	28	32	35	8	44	50	68	18	18	45	63	30	10	8	50	30	☠️5	8	5	38	22	12	55	68	22	12	70	48	25	48	30	15	⭐72	22	38	30	30	20	50