| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Internal developer portals | Developer platform | 8% | 3 of 52 | 11% | 47 | accepted challenger | |
| Cloud-native application protection | Cloud and infrastructure | 0% | 63 of 70 | 37% | 19 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Cloud security posture management | Cloud and infrastructure | 0% | 22 of 80 | 0% | 3 | under 10 labels · led by Wiz at 37% | newNew since September 2026: not ranked then, 0% now. |
| Data security posture management | Security operations | 0% | 54 of 105 | 33% | 3 | under 10 labels · led by Microsoft Purview at 18% | |
| Telemetry pipelines | IT operations and endpoint | 0% | 47 of 124 | 0% | 2 | under 10 labels · led by OpenTelemetry Collector at 37% | |
| Time series databases | Data platform | 0% | 21 of 66 | 0% | 2 | under 10 labels · led by TimescaleDB at 63% | |
| Application security posture management | Developer platform | 0% | 39 of 70 | 0% | 1 | under 10 labels · led by Aikido Security at 37% | |
| Container and Kubernetes security | Cloud and infrastructure | 0% | 60 of 77 | 0% | 1 | under 10 labels · led by Trivy at 22% | |
| Digital employee experience | IT operations and endpoint | 0% | 97 of 219 | 0% | 1 | under 10 labels · led by ControlUp at 13% | |
| Infrastructure monitoring | IT operations and endpoint | 0% | 50 of 79 | 0% | 1 | under 10 labels · led by Datadog at 28% | newNew since September 2026: not ranked then, 0% now. |
| Observability platforms | IT operations and endpoint | 0% | 56 of 80 | 0% | 1 | under 10 labels · led by Grafana at 27% | newNew since September 2026: not ranked then, 0% now. |
| SaaS security posture management | Security operations | 0% | 73 of 95 | 0% | 1 | under 10 labels · led by Wing Security at 30% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 3 | 2 | 1 | 7 |
| Gemini 3.5 Flash | 1 | 4 | 0 | 3 | 8 |
| Perplexity Sonar | 0 | 3 | 1 | 0 | 4 |
| Grok 4.20 | 0 | 6 | 3 | 0 | 9 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 3 | 2 | 3 | 9 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 2 | 2 | 7 |
| Kimi K2 | 0 | 3 | 2 | 2 | 7 |
| GLM 4.7 FlashX | 0 | 3 | 1 | 2 | 6 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 0 | 6 | 2 | 0 | 8 |
| Muse Glimmer 30B | 0 | 3 | 4 | 0 | 7 |
Verbatim evidence the judge attached to positive labels.
“Cortex: Exceptional for governance and scorecards... Cortex is a market leader with polished reporting and initiative tracking.” Gemini 3.5 Flash · Developer portals · scale prompt · first choice
“Cortex is a microservices-focused platform that offers a range of features, but its pricing is not explicitly stated.” Llama 4 Maverick · Developer portals · budget prompt · first choice
“My default recommendation: Cortex if you want a managed SaaS portal that's opinionated, quick to roll out” GPT-5.4 mini · Developer portals · direct prompt · first choice
“you likely want a managed SaaS portal (Port, OpsLevel, or Cortex)” DeepSeek V4 Flash · Developer portals · scale prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid if you have small engineering teams... the tool can become unmanageable and produce excessive false positives.” Qwen 3.7 Flash · CNAPP · negative prompt · hard negative
“Avoid These for Mid-Market (For Now) ... configuration is notoriously complex, operational overhead is high” Gemini 3.5 Flash · CNAPP · direct prompt · hard negative
“Users often report console performance degradation at massive enterprise scales and a fragmented, steep learning curve as a result of this stitched-together architecture.” Gemini 3.5 Flash · CNAPP · negative prompt · soft negative
“No public pricing (sales-led), so harder to budget for — generally not ideal if budget transparency matters.” DeepSeek V4 Flash · Developer portals · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 227 of the 239 answers that named Palo Alto Networks Cortex Cloud and are not a share of its labels.
602 of the 602 domain citations in answers naming Palo Alto Networks Cortex Cloud came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Palo Alto Networks Cortex Cloud's own pages state, read October 5, 2026: paloaltonetworks.com/cortex/cloud, paloaltonetworks.com/cortex/cloud-detection-and-response, paloaltonetworks.com/cortex/cloud/demo, paloaltonetworks.com/cortex/cloud/research, paloaltonetworks.com/cortex/cloud/government. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Palo Alto Networks Cortex Cloud's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Palo Alto Networks Cortex Cloud, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Palo Alto Networks Cortex Cloud by email, built from the raw record of the edition. It shows:
Palo Alto Networks Cortex Cloud is among the products AI models recommend first in Internal developer portals this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.