AI Indexes
IT AI Index
Guides

Ten categories, walked product by product

A guide takes one category's standing from the October 2026 Edition and walks the top eight products in order: the share and rank each holds for each buyer, what the fourteen models said for and against it in their own words, and where the answer changes with the framing or the size of the company asking. Every figure is the category page's own; a guide adds no opinion, only the reading.

IT operations and endpoint
IT service management
Freshservice leads at 58% of first choices, clear leader. The top six of six ranked products, with what the models said for and against each.
IT operations and endpoint
Infrastructure monitoring
Datadog leads at 28% of first choices, contested. The top eight of nine ranked products, with what the models said for and against each.
IT operations and endpoint
Application performance monitoring
New Relic leads at 46% of first choices, clear leader. The top eight of nine ranked products, with what the models said for and against each.
IT operations and endpoint
Log management
Datadog Log Management leads at 28% of first choices, contested. The top seven of seven ranked products, with what the models said for and against each.
Cloud and infrastructure
Backup and disaster recovery
Veeam Data Platform leads at 38% of first choices, contested. The top four of four ranked products, with what the models said for and against each.
IT operations and endpoint
IT asset management
Freshservice leads at 31% of first choices, contested. The top six of six ranked products, with what the models said for and against each.
IT operations and endpoint
Endpoint protection
Microsoft Defender for Endpoint leads at 22% of first choices, contested. The top eight of eight ranked products, with what the models said for and against each.
Identity and access
Business password managers
1Password leads at 47% of first choices, clear leader. The top four of four ranked products, with what the models said for and against each.
Cloud and infrastructure
Cloud cost management
Vantage leads at 45% of first choices, clear leader. The top eight of twelve ranked products, with what the models said for and against each.
Developer platform
CI/CD platforms
GitHub Actions leads at 68% of first choices, clear leader. The top four of four ranked products, with what the models said for and against each.

Why these ten

Guides are added a few categories at a time and measured before more follow. Every category has its standing, its warnings and every answer on its own page whether or not a guide exists for it yet.