Bot management · October 2026 Edition
Cloudflare Bot Management vs Akamai Bot Manager
Seven of fourteen models named Cloudflare Bot Management first on the direct prompt; zero named Akamai Bot Manager. Both were named by all fourteen models and Cloudflare Bot Management carries 59 labels and Akamai Bot Manager 37, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
First-choice share56%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%27%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 9; printed, not drawn.
Labels5937A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cloudflare Bot Management reading right to left. Rank and label count are printed, not drawn.DataDome was named alongside these two in twelve of the fourteen direct answers. Cloudflare Bot Management vs DataDome · Cloudflare Bot Management vs Fastly Bot Management · Cloudflare Bot Management vs HUMAN Security
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the bot management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Cloudflare Bot ManagementFirst choices, of fourteen modelsAkamai Bot Manager
Direct701 against Akamai Bot Manager
Paraphrase1012 against Akamai Bot Manager
Comparative401 against Akamai Bot Manager
Budget-constrained1002 against Akamai Bot Manager
Scale-constrained101 against Akamai Bot Manager
Negative104 against Cloudflare Bot Management · 3 against Akamai Bot Manager
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Cloudflare Bot Management and Akamai Bot Manager were named in the same answer 112 times, of the 177 answers naming Cloudflare Bot Management and the 144 naming Akamai Bot Manager. In those answers Akamai Bot Manager took the first choice four times and Cloudflare Bot Management fifty.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Cloudflare Bot Management and Akamai Bot Manager stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | | |
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | | | |
Cloudflare Bot Management Akamai Bot Manager first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cloudflare Bot Management on the left and Akamai Bot Manager on the right.The direct prompt
The plain question, one answer per model, grouped by where Cloudflare Bot Management and Akamai Bot Manager stood in it.
Cloudflare Bot Management first, Akamai Bot Manager an alternative
7 of 14 modelsAkamai Bot Manager was named in the answer but not as the choice, or not at all.GPT-5.4 miniCloudflare Bot Management alternatives: Arkose Labs, DataDome, HUMAN Security
Perplexity SonarCloudflare Bot Management alternatives: Akamai Bot Manager, Indusface AppTrana, Radware Bot Manager
Grok 4.1 FastCloudflare Bot Management alternatives: DataDome, HUMAN Security
DeepSeek V4 FlashCloudflare Bot Management alternatives: CHEQ, DataDome
Qwen 3.7 FlashCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection, Indusface AppTrana
GLM 4.7 FlashXCloudflare Bot Management alternatives: DataDome, Imperva Advanced Bot Protection
GPT-6 LunaCloudflare Bot Management alternatives: DataDome, Fastly Bot Management
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashDataDome alternatives: Cequence Security, Cloudflare Bot Management, Indusface AppTrana
Mistral SmallDataDome, Fastly Bot Management alternatives: Cloudflare Bot Management, Imperva Advanced Bot Protection
Kimi K2DataDome alternatives: Cloudflare Bot Management, Fastly Bot Management
MiniMax M2.5DataDome, Fastly Bot Management alternatives: Cloudflare Bot Management, HUMAN Security, Imperva Advanced Bot Protection
Muse Glimmer 30BDataDome alternatives: Barracuda Bot Protection, Cloudbric Bot Protection, Cloudflare Bot Management, Fastly Bot Management
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5AppTrana Bot Management alternatives: DataDome, Netacea Bot Management, Radware Bot Manager
Llama 4 Maverickno first choice
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Cloudflare Bot Management leads by sixty points.
Cloudflare Bot Management60%#1 of 7Akamai Bot Manager0%#7 of 7Mid-marketThe figures above
Cloudflare Bot Management leads by fifty-four points.
Cloudflare Bot Management56%#1 of 9Akamai Bot Manager2%#6 of 9Enterprise
Cloudflare Bot Management leads by twenty-six points.
Cloudflare Bot Management37%#1 of 8Akamai Bot Manager11%#3 of 8What the models said about Cloudflare Bot Management
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · 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 · 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 4.1 Fast · negative prompt · soft negative
“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 · 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 4.1 Fast · 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 · paraphrase prompt · first choice
What the models said about Akamai Bot Manager
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Enterprise-focused tools (Akamai, Imperva) often have high costs for advanced features, unsuitable for SMBs.” Grok 4.1 Fast · negative prompt · soft negative
“such as DataDome, HUMAN, Kasada, Akamai, or F5), watch out for these contract and technical warning signs” Gemini 3.5 Flash · negative prompt · soft negative
“Has experienced public false positive incidents; complex configuration can cause availability risks” Kimi K2 · negative prompt · soft negative
“DataDome and Akamai Bot Manager are the top choices” Mistral Small · paraphrase prompt · first choice
“Leverages massive edge network for real-time bot detection via ML, threat intelligence, and client-side challenges. Good for high-traffic sites.” Grok 4.1 Fast · comparative prompt · alternative
“Fastly Bot Management and Akamai Bot Manager are examples of solutions that offer robust detection and mitigation capabilities.” Llama 4 Maverick · scale prompt · alternative
Also compared
Cloudflare Bot Management vs DataDomeCloudflare Bot Management vs Fastly Bot ManagementCloudflare Bot Management vs HUMAN SecurityCloudflare Bot Management vs Indusface AppTranaDataDome vs Akamai Bot ManagerFastly Bot Management vs Akamai Bot ManagerHUMAN Security vs Akamai Bot ManagerIndusface AppTrana vs Akamai Bot ManagerAll fifteen head-to-head pages and the full bot management standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.