| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Bot management | Network and edge | 56% | 1 of 83 | 7% | 59 | endorsed leader | |
| Client-side protection | Security operations | 0% | 81 of 120 | 0% | 1 | under 10 labels · led by cside at 13% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-5.4 mini | 4 | 0 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 2 | 2 | 2 | 0 | 6 |
| Perplexity Sonar | 2 | 1 | 1 | 0 | 4 |
| Grok 4.20 | 4 | 1 | 0 | 1 | 6 |
| Mistral Small | 1 | 2 | 1 | 0 | 4 |
| DeepSeek V4 Flash | 4 | 2 | 0 | 0 | 6 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 4 | 0 | 1 | 0 | 5 |
| Kimi K2 | 3 | 1 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 2 | 0 | 1 | 0 | 3 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 3 | 1 | 1 | 0 | 5 |
| Muse Glimmer 30B | 1 | 1 | 1 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“If your B2B company already uses Cloudflare for DNS or CDN, start by upgrading to their Super Bot Protection or Enterprise Bot Management. It is the most seamless transition.” Gemini 3.5 Flash · Bot management · paraphrase prompt · first choice
“Cloudflare's bot protection features (starting with free tiers and low-cost plans) stand out as the best option for a company with a limited budget.” Grok 4.20 · Bot management · budget prompt · first choice
“I'd generally recommend Cloudflare Bot Management if you want the best balance of capability, operational simplicity, and breadth of controls” GPT-5.4 mini · Bot management · paraphrase prompt · first choice
“Best Overall for Non-Technical Teams: Cloudflare (Free to $20/mo) ... the undisputed industry leader for budget-conscious companies” Gemini 3.5 Flash · Bot management · budget 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.
“Cloudflare notes that Bot Fight Mode and Super Bot Fight Mode can cause false positives and are intentionally aggressive, so they can block legitimate traffic if left on without careful review.” GPT-5.4 mini · Bot management · negative prompt · soft negative
“Bot Fight Mode and Super Bot Fight Mode are “aggressive by design. False positives are expected, especially in the first few days after enablement.”” Muse Glimmer 30B · Bot management · negative prompt · soft negative
“Vendors like Cloudflare and others are criticized on G2 for steep learning curves, complex UIs/rules, and time-intensive tuning.” Grok 4.20 · Bot management · negative prompt · soft negative
“Enterprise SOC only available at higher tiers; sampled data approach may miss targeted attacks” Kimi K2 · Bot management · negative 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 163 of the 177 answers that named Cloudflare Bot Management and are not a share of its labels.
530 of the 643 domain citations in answers naming Cloudflare Bot Management 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 Cloudflare Bot Management's own pages state, read October 5, 2026: blog.cloudflare.com/bot-preference-sync, blog.cloudflare.com/per-customer-bot-defenses, blog.cloudflare.com/introducing-bot-analytics, blog.cloudflare.com/mitigating-bot-attacks-against-cloudflare, blog.cloudflare.com/envoy-media-machine-learning-bot-management. 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 Cloudflare Bot Management'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 Cloudflare Bot Management, 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 Cloudflare Bot Management by email, built from the raw record of the edition. It shows:
AI models recommend Cloudflare Bot Management first in Bot management 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.