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IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
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October 2026 Edition

October 2026 Edition

Published October 1, 2026. This page is the permanent record of the October 2026 Edition: the standing of every category as measured in it, under vendor table v2026-10.8. It is also the edition the site carries now.

136 categories · 14 models · 816 prompts · 11,424 answers · 60,460 judge labels, all published

The leaderboard

The first choice in all 136 categories · 92 unsettled
This edition, with filters →
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models. Each row opens that category's page for this edition.What the verdicts mean
Network and edge
Managed DNS
One leader in all three segments
Data platform
Time series databases
One leader in all three segments
Network and edge
DNS filtering
Small business and mid-market share a leader. Enterprise differs.
Network and edge
Bot management
One leader in all three segments
Developer platform
Internal developer portals
One leader in all three segments
Identity and access
Identity threat detection and response
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Robotic process automation
Small business and mid-market share a leader. Enterprise differs.
Data platform
Data catalogs and governance
A different leader in every segment
Developer platform
Communications APIs
One leader in all three segments
Data platform
Managed file transfer
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Video conferencing
Small business and mid-market share a leader. Enterprise differs.
Cloud and infrastructure
Server virtualization platforms
Small business and mid-market share a leader. Enterprise differs.
Data platform
Master data management
Small business and mid-market share a leader. Enterprise differs.
Data platform
Proxy and web data providers
Small business and mid-market share a leader. Enterprise differs.
Security operations
Deception technology
Small business and mid-market share a leader. Enterprise differs.
Developer platform
Application security posture management
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Telemetry pipelines
Small business and mid-market share a leader. Enterprise differs.
Network and edge
Network access control
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
SaaS management platforms
A different leader in every segment
Developer platform
Application shielding
One leader in all three segments
Data platform
EDI platforms
A different leader in every segment
Data platform
Intelligent document processing
A different leader in every segment
Data platform
Data quality and observability
Small business and mid-market share a leader. Enterprise differs.
Security operations
SaaS security posture management
A different leader in every segment
Developer platform
Dynamic application security testing
Small business and mid-market share a leader. Enterprise differs.
Network and edge
Load balancers
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Business phone systems
Mid-market and enterprise share a leader. Small business differs.
Data platform
Data virtualization
Mid-market and enterprise share a leader. Small business differs.
Network and edge
Data center networking
Mid-market and enterprise share a leader. Small business differs.
Identity and access
Certificate lifecycle management
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Data center infrastructure management
A different leader in every segment
Developer platform
Secure code training
Small business and mid-market share a leader. Enterprise differs.
Security operations
Enterprise browsers
Small business and mid-market share a leader. Enterprise differs.
Security operations
Cyber risk quantification
A different leader in every segment
Data platform
Enterprise AI assistants
Small business and mid-market share a leader. Enterprise differs.
Network and edge
Microsegmentation
A different leader in every segment
IT operations and endpoint
Enterprise architecture tools
Mid-market and enterprise share a leader. Small business differs.
Security operations
Breach and attack simulation
Mid-market and enterprise share a leader. Small business differs.
Security operations
Business continuity management
A different leader in every segment
IT operations and endpoint
Website and synthetic monitoring
Small business and mid-market share a leader. Enterprise differs.
Security operations
AI SOC agents
One leader in all three segments
IT operations and endpoint
Remote support and remote access
Mid-market and enterprise share a leader. Small business differs.
Security operations
Digital risk protection
A different leader in every segment
IT operations and endpoint
Virtual desktops
A different leader in every segment
Cloud and infrastructure
Colocation providers
A different leader in every segment
Data platform
Embedded analytics
Small business and mid-market share a leader. Enterprise differs.
Security operations
Insider risk management
One leader in all three segments
Security operations
Network detection and response
A different leader in every segment
Identity and access
Identity verification
A different leader in every segment
Security operations
OT and IoT security
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Microsoft 365 management
Mid-market and enterprise share a leader. Small business differs.
IT operations and endpoint
Process mining
A different leader in every segment
Security operations
Data security posture management
Small business and mid-market share a leader. Enterprise differs.
Data platform
AI governance platforms
A different leader in every segment
IT operations and endpoint
IT documentation
A different leader in every segment
IT operations and endpoint
AIOps platforms
A different leader in every segment
Data platform
Data masking and test data management
A different leader in every segment
Cloud and infrastructure
Enterprise storage systems
Small business and mid-market share a leader. Enterprise differs.
Network and edge
DDI and IP address management
A different leader in every segment
Developer platform
Artifact and container registries
Mid-market and enterprise share a leader. Small business differs.
Identity and access
Non-human identity management
Small business and mid-market share a leader. Enterprise differs.
IT operations and endpoint
Digital employee experience
A different leader in every segment
Security operations
Client-side protection
One leader in all three segments
Security operations
API security platforms
A different leader in every segment
Security operations
AI security platforms
Mid-market and enterprise share a leader. Small business differs.
IT operations and endpoint
AI IT support agents
A different leader in every segment
IT operations and endpoint
IT financial management
A different leader in every segment

Movement since September 2026

Between the September 2026 Edition and the October 2026 Edition the leader changed in eighteen of sixty-seven categories, six of them by more than the noise floor of 11 points. Thirty-five of 556 changes in first-choice share clear the floor. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison.
67Categories compared
556Products changed
35Moved past the floor
18Leader changes
11Verdict changes

Leader changes · 18, of which 6 cleared the floor

Bitdefender GravityZone EDR→Microsoft Defender for Endpoint34%
New leader · moved

30 points clear of Bitdefender GravityZone EDR's current 4%.

Cato SASE Cloud→Cato Networks35%
New leader · moved

28 points clear of Cato SASE Cloud's current 7%.

Qdrant→pgvector36%
New leader · moved

16 points clear of Qdrant's current 20%.

Airbyte→Fivetran37%
New leader · moved

11 points clear of Airbyte's current 26%.

Names swapped within the floor · 12, read as unsettled

Verdict changes

Biggest movers in first-choice share

−2563% → 39%
MovedCleared the floor by 14 points · rank 1 of 53, unchanged
−2189% → 67%
MovedCleared the floor by 10 points · rank 1 of 80, unchanged
−2128% → 7%
MovedCleared the floor by 10 points · rank 1 → 5 of 43
+207% → 27%
MovedCleared the floor by 9 points · rank 4 → 2 of 58
−1822% → 4%
MovedCleared the floor by 7 points · rank 2 → 7 of 61
+182% → 20%
MovedCleared the floor by 7 points · rank 7 → 2 of 53
−1737% → 20%
MovedCleared the floor by 6 points · rank 1 → 3 of 35
−1747% → 30%
MovedCleared the floor by 6 points · rank 1 of 65, unchanged
−1645% → 29%
MovedCleared the floor by 5 points · rank 1 of 74, unchanged
−1618% → 2%
MovedCleared the floor by 5 points · rank 2 → 6 of 80
+1610% → 26%
MovedCleared the floor by 5 points · rank 3 → 2 of 66
−1524% → 9%
MovedCleared the floor by 4 points · rank 1 → 4 of 69
0Floor 11 pts · measured

The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · Every change resolves to its category page and to the previous edition's record on the Data page.

The models asked

Fourteen models: the generally available models a buyer meets as a default in an assistant, with search on. Two joined this edition and zero left. A model joins at an edition boundary and stays at least three editions; movement is read over the models both editions asked, so a join never moves a share on its own. The roster rule.
ModelVersion asked forLabHow it searchesIn the set since
Claude Haiku 4.5claude-haiku-4-5Anthropicnative searchOctober 2026
GPT-5.4 minigpt-5.4-miniOpenAInative searchOctober 2026
Gemini 3.5 Flashgemini-3.5-flashGooglenative searchOctober 2026
Perplexity SonarsonarPerplexitynative searchOctober 2026
Grok 4.1 Fastspacexai/grok-4.1-fast-non-reasoningxAIgateway, Perplexity searchOctober 2026
Mistral Smallmistral/mistral-smallMistralgateway, Perplexity searchOctober 2026
DeepSeek V4 Flashdeepseek/deepseek-v4-flashDeepSeekgateway, Perplexity searchOctober 2026
Llama 4 Maverickmeta/llama-4-maverickMetagateway, Perplexity searchOctober 2026
Qwen 3.7 Flashalibaba/qwen3.7-flashAlibabagateway, Perplexity searchOctober 2026
Kimi K2moonshotai/kimi-k2Moonshotgateway, Perplexity searchOctober 2026
GLM 4.7 FlashXzai/glm-4.7-flashxZ.AIgateway, Perplexity searchOctober 2026
MiniMax M2.5minimax/minimax-m2.5MiniMaxgateway, Perplexity searchOctober 2026
GPT-6 Lunagpt-6-lunaOpenAInative searchOctober 2026 · joined this edition
Muse Glimmer 30Bmeta/muse-glimmer-30bMetagateway, Perplexity searchOctober 2026 · joined this edition

The record

The prompts, the model set, the vendor table the edition was scored under and the report, free to download and to cite. The raw judge labels and full answers are sent on request.
JSON
Raw judge labels
One row per named product, with the name exactly as written and a verbatim evidence quote.
64.4 MB, by request
JSON
Full responses
Every call with its full answer text, timestamp, version string, search flag, cited URLs, latency and token counts.
50.0 MB, by request
JSON
Vendor table v2026-10.8
Canonical names, aliases, category-scoped readings, exclusions and the change log.
1.9 MB, by request
JSON
Prompts
Every prompt verbatim: six variants across 136 categories for each buyer segment, 816 per segment. Each prompt carries its set; the September 2026 mid-market set, asked as a B2B software company, is kept under its own ids beside the current one.
1.1 MB
JSON
Model set
Pinned models, endpoints, search tools and list prices as of the edition.
16 KB
Markdown
Edition report
The derived report for the edition, including the appendix on loose paraphrase stability.
1.5 MB
Markdown
Data dictionary
What each column of the record means, how to reproduce any share on the site, the license and the citation.
5 KB
JSON
Calibration repeat: judge labels
The same prompts asked again on October 4, 2026 with nothing changed, over 12 categories. One row per named product, as in the edition file.
5.7 MB, by request
JSON
Calibration repeat: full responses
Every call of the repeat with its full answer text, timestamp, version string, search flag, cited URLs, latency and token counts.
4.4 MB, by request
Markdown
Calibration report
The derived report for the repeat, the per-model flip rates behind the noise floor.
141 KB
Cite this edition
IT AI Recommendation Index, October 2026 Edition. it-ai-index.com. Scored under vendor table v2026-10.8.