Category · AI Citation Index

Who AI is citing in Operations & IT

No brand owns AI shortlists in Operations & IT—0% coverage across 12 prompts; Cloudflare One rising fastest (+12 pts).

Brands tracked

84

Avg AEO score

65/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Operations & IT software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 39/100

Cisco Unified Communications Manager leads evaluation queries with a 47 average score, followed by OpenText Server Backup at 45. The median evaluation score sits at 39—well below the category average of 64.5—indicating most brands struggle to earn detailed citations in head-to-head comparisons. Azure Blob Storage (39) and Cloudflare One (38) cluster near the median.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Too few audits to establish a trend. Two months of data (March–April 2026, 5–10 prompts each) show flat performance at 66. Cloudflare One posted the sharpest upward move with a +12-point delta, but no brand exhibited sustained decline.

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Editorial picks

Brands worth watching

Drill down

Subcategories

FAQ

Operations & IT questions, answered

Which IT operations brand gets cited most often by AI in head-to-head comparisons?+
Cisco Unified Communications Manager scores 47 across 4 evaluation queries, the highest in the category. OpenText Server Backup follows at 45. The median evaluation score is 39, so most brands struggle to differentiate in comparison prompts.
Is there a dominant IT service management or device management tool in AI responses?+
No. Zero brands reached shortlist dominance across 12 discovery prompts, and the 0% coverage rate means no single vendor consistently appears when users ask for 'best' tools. The category is highly fragmented across 84 competing brands.
What is the average citation score for Operations & IT software?+
The category average is 64.5, but the median evaluation score is only 39. This gap suggests a few high-scoring brands (Azure Blob Storage and Cloudflare One both hit 78 in featured queries) pull the mean up while most vendors lag in detailed comparisons.
Which brand is rising fastest in AI citations for IT operations?+
Cloudflare One (SASE) posted a +12-point delta, the largest gain in the category. It scored 78 in featured queries but only 38 in evaluations, indicating strong discovery-stage visibility but weaker performance in technical comparisons.
How much trend data exists for this category?+
Only two months (March–April 2026, 5–10 prompts each) with flat scores at 66. Too few audits exist to confirm sustained directional change. Cloudflare One is the only brand with documented momentum, but broader patterns remain unclear.

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