| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Load balancers | Network and edge | 0% | 91 of 94 | 48% | 27 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 2 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 6 | 6 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 1 | 3 |
| Kimi K2 | 0 | 0 | 2 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“consider Citrix NetScaler or Radware. They cost more but give you richer functionality.” MiniMax M2.5 · Load balancers · paraphrase prompt · alternative
“For large enterprises with strict security/compliance needs: F5 BIG-IP or Citrix ADC.” GLM 4.7 FlashX · Load balancers · comparative prompt · alternative
“For enterprise features: F5 or Citrix if you need advanced capabilities” Claude Haiku 4.5 · Load balancers · direct prompt · alternative
“For enterprise security and acceleration: Citrix ADC or F5 BIG-IP.” Mistral Small · Load balancers · comparative prompt · alternative
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.
“What I'd avoid for mid-sized B2B ... Citrix/NetScaler: More geared toward remote access and large-scale enterprise environments.” DeepSeek V4 Flash · Load balancers · paraphrase prompt · hard negative
“Skip expensive commercial appliances (F5 BIG-IP, NetScaler)” DeepSeek V4 Flash · Load balancers · budget prompt · hard negative
“Appliances (e.g., F5, Citrix): The "Enterprise" path... Only necessary if you have strict regulatory requirements” Qwen 3.7 Flash · Load balancers · scale prompt · soft negative
“overkill/expensive for mid-sized unless you need advanced multi-cloud security or have Microsoft-heavy stacks” Grok 4.1 Fast · Load balancers · paraphrase 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 62 of the 74 answers that named Citrix ADC and are not a share of its labels.
226 of the 226 domain citations in answers naming Citrix ADC 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 Citrix ADC's own pages state, read October 5, 2026: support.citrix.com/external/article/CTX125102/citrix-adc-nic-counters.html, support.citrix.com/external/article/CTX132779/citrix-adc-ssl-counters.html, support.citrix.com/external/article/CTX133888/citrix-adc-tcp-counters.html, support.citrix.com/external/article/CTX131801/citrix-adc-gslb-counters.html, support.citrix.com/external/article/CTX131803/citrix-adc-http-counters.html. 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 Citrix ADC'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 Citrix ADC, 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 Citrix ADC by email, built from the raw record of the edition. It shows: