IT AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index Network and edge September 2026 Edition

Web application firewalls

Asked as “web application firewall”, and as “WAF and bot protection service”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Clear leader
55% of first choices, clear leader.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Cloudflare55%0%33endorsed leader
02Cloudflare WAF34%11%27endorsed leader
03AWS WAF5%13%38accepted challenger
04Fastly2%10%10accepted challenger
Show the four products at 0%, ordered by negative rate
08ModSecurity0%56%18criticized challenger
07Imperva0%37%27criticized challenger
06Akamai0%27%22criticized challenger
05Barracuda0%20%15accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Cloudflare55%
02Cloudflare WAF34%
03AWS WAF5%
04Fastly2%
05Barracuda0%
06Akamai0%
07Imperva0%
08ModSecurity0%

02What they warned about

Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ModSecurity
56%
10 of 18 labels negative · 8 of 12 models · 2 hard negative
“Avoid: Unmanaged Open Source (ModSecurity/CoreRuleSet) ... Do not install this unless you have a dedicated security engineer” Qwen 3.7 Flash, negative prompt
Imperva
37%
10 of 27 labels negative · 6 of 12 models · 2 hard negative
“**Avoid assuming Imperva's signature protections are sufficient** — independent tests show they miss most attacks.” DeepSeek V4 Flash, negative prompt
Akamai
27%
6 of 22 labels negative · 5 of 12 models · 1 hard negative
“Why Not Akamai or Enterprise F5 for Mid-Market? ... you're paying for capacity you don't need.” Kimi K2, paraphrase prompt
AWS WAF
13%
5 of 38 labels negative · 4 of 12 models
“Out of the box, AWS WAF is essentially a blank canvas... It requires deep cloud-engineering expertise to manage, meaning high operational overhead” Gemini 3.5 Flash, direct prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 749 links across 185 sites, every framing counted. Ranked by the number of answers carrying the site or page.

31 answers · 47 citations · 10 models
vendor site · open-appsec31 answers · 46 citations · 10 models
30 answers · 30 citations · 10 models
26 answers · 45 citations · 9 models
vendor site · Expert Insights25 answers · 25 citations · 10 models
vendor site · Imperva16 answers · 18 citations · 8 models
15 answers · 16 citations · 8 models
vendor site · Radware13 answers · 25 citations · 6 models
13 answers · 14 citations · 7 models
vendor site · Indusface10 answers · 13 citations · 6 models
vendor site · Fastly10 answers · 11 citations · 6 models
vendor site · Akamai9 answers · 23 citations · 7 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ModelDirect“What is the best web application firewall for a mid-market B2B company?”Paraphrase“Which WAF and bot protection service would you recommend to a mid-sized B2B company?”Comparative“What are the top web application firewalls and how do they differ?”Budget-constrained“What is the best web application firewall for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a web application firewall. What should we look at?”Negative“Which web application firewalls should I avoid or be cautious about?”
Claude Haiku 4.5AWS WAF, Cloudflare WAF
One alternativeFortinet FortiWAF
against: ModSecurity, Palo Alto Networks Prisma Cloud WAF
CloudflareChanged
Two alternativesAWS WAF, Barracuda
against: Imperva
Cloudflare
Five alternativesAWS WAF, Akamai, Azure WAF, Fastly, Imperva
Cloudflare WAF
Three alternativesAWS WAF, Fortinet FortiWeb, ModSecurity
no first choicenothing named
GPT-5.4 miniCloudflare WAF
Three alternativesAWS WAF, Akamai App & API Protector, F5 Distributed Cloud WAF
Cloudflare WAF + Cloudflare Bot ManagementChanged
Three alternativesAkamai, Fastly Next-Gen WAF, Imperva
Cloudflare WAF
Six alternativesAWS WAF, Coraza, F5 BIG-IP Advanced WAF, Imperva WAF / Application Security, Microsoft Azure WAF, ModSecurity
Cloudflare WAF
One alternativeAWS WAF
no first choicenothing named
Gemini 3.5 FlashCloudflare WAF
Two alternativesFastly Next-Gen WAF, Imperva Cloud WAF
against: AWS WAF
CloudflareChanged
Two alternativesDataDome, Fastly Next-Gen WAF
Cloudflare WAF
Five alternativesAWS WAF, Akamai App & API Protector, F5 Advanced WAF & Distributed Cloud WAF, Fastly Next-Gen WAF, Imperva Web Application Firewall
Cloudflare
Four alternativesAWS WAF, BunkerWeb, Sucuri WAF, open-appsec
Cloudflare, Fastly
Four alternativesAWS WAF, Azure WAF, Indusface AppTrana, Prophaze
against: AWS WAF, ModSecurity
Perplexity SonarCloudflare WAF
Three alternativesAWS WAF, Azure WAF, Barracuda Web Application Firewall
against: Akamai, Imperva
CloudflareChanged
Four alternativesBarracuda WAF, Cequence Security, DataDome, FortiWeb / FortiWeb Cloud
against: Imperva
Cloudflare
Seven alternativesAWS WAF, Akamai, Barracuda WAF, F5, Fortinet FortiWeb, Imperva, Microsoft Azure WAF
Cloudflare WAF
Two alternativesBunkerWeb, Sucuri
no first choicenothing named
Grok 4.1 FastCloudflare WAF
One alternativeBarracuda WAF
against: Imperva WAF
CloudflareChanged
Four alternativesAWS WAF + Bot Control, Barracuda WAF, F5 Distributed Cloud, Imperva Cloud WAF
Cloudflare WAF
Three alternativesAWS WAF, Akamai App & API Protector, Imperva
Cloudflare WAF
Four alternativesAWS WAF, ModSecurity, Sucuri, Wordfence
Cloudflare
Two alternativesAWS WAF, Imperva
against: AWS WAF, Azure WAF, Check Point CloudGuard, Cloudflare WAF, Fastly WAF, Google Cloud Armor, Imperva WAF, ModSecurity, Shadow Daemon, Veles
Mistral SmallCloudflare
One alternativeBarracuda WAF
against: Fastly WAF
CloudflareHeld
Two alternativesBarracuda, Reblaze
Cloudflare Web Application Firewall
Eight alternativesAkamai App & API Protector, Barracuda Web Application Firewall, Fastly Next-Gen WAF, Fortinet FortiWeb, Imperva Web Application Firewall, Microsoft Azure Application Gateway, Wallarm WAF, open-appsec / CloudGuard WAF
Cloudflare WAF, Sucuri Firewall
One alternativeopen-appsec
no first choiceagainst: Artofdefence Hyperguard Web Application Firewall, phion airlock Web Application Firewall, radware AppWall Web Application Firewall
DeepSeek V4 FlashCloudflare WAF
Two alternativesAWS WAF, Barracuda
against: Akamai, Imperva
CloudflareChanged
One alternativeAWS WAF
against: Imperva
Akamai App & API Protector, Cloudflare WAF, Imperva WAF
Four alternativesAWS WAF, F5 BIG-IP Advanced WAF / NGINX App Protect, Fortinet FortiWeb, Radware Cloud WAF / Alteon
Cloudflare
Five alternativesModSecurity, OWASP Core Rule Set, SafeLine, Sucuri, open-appsec
no first choiceagainst: Akamai, Barracuda, Cloudflare WAF, Fastly, Imperva, Microsoft Azure WAF, ModSecurity
Llama 4 MaverickCloudflare
Two alternativesBarracuda, Fastly WAF
CloudflareHeldno first choiceCloudflare WAF
Two alternativesModSecurity with OWASP Core Rule Set, Sucuri
no first choiceagainst: Artofdefence Hyperguard Web Application Firewall, phion airlock Web Application Firewall, radware AppWall Web Application Firewall
Qwen 3.7 FlashCloudflare
Two alternativesAWS WAF, Imperva
against: F5 BIG-IP
CloudflareHeld
Four alternativesAWS WAF, Amazon Shield, Azure Front Door, F5 Advanced WAF
Cloudflare WAF
Four alternativesAWS WAF, Akamai App & API Protector, F5 Advanced WAF, Imperva
against: ModSecurity
Cloudflare
Three alternativesCoraza WAF, ModSecurity, StackPath
no first choiceagainst: AWS WAF, Azure Firewall WAF, Barracuda, Cisco, Google Cloud Armor, ModSecurity, Netscreen, OWASP Core Rule Set
Kimi K2Cloudflare WAF
One alternativeBarracuda WAF/WAAP
against: Imperva
CloudflareChanged
Five alternativesAWS WAF + Bot Control, Barracuda WAF-as-a-Service, DataDome, HUMAN Security, Imperva Cloud WAF
against: Akamai, F5 BIG-IP
Cloudflare WAF
Five alternativesAWS WAF, Akamai App & API Protector, F5 BIG-IP / NGINX App Protect, Fastly Next-Gen WAF, Imperva Cloud WAF / Gateway
against: ModSecurity
Cloudflare
Three alternativesCoraza, ModSecurity, Sucuri
AWS WAF, Cloudflare
Three alternativesAkamai, Fastly, Imperva
against: AWS WAF, Azure WAF, Cloudflare WAF, Google Cloud Armor, ModSecurity, Radware Cloud WAF
GLM 4.7 FlashXCloudflare WAF
Three alternativesAWS WAF, Barracuda, F5 BIG-IP
against: Akamai, Imperva, Sucuri
CloudflareChanged
Three alternativesAkamai, Barracuda, Imperva
no first choiceCloudflare
Three alternativesBunkerWeb, ModSecurity + OWASP CRS, Sucuri Basic Platform
against: Imperva
no first choiceagainst: Barracuda, ModSecurity
MiniMax M2.5Cloudflare WAF
Three alternativesAWS WAF, Barracuda, Imperva WAF
CloudflareChanged
Three alternativesAWS WAF + Bot Control, Barracuda, Imperva
Cloudflare WAF
Five alternativesAWS WAF, F5 BIG-IP Advanced WAF, Imperva Cloud WAF, Microsoft Azure WAF, Radware Cloud WAF
Cloudflare
One alternativeSucuri
against: Akamai, Imperva
Cloudflare
Two alternativesBarracuda, Imperva
against: F5
against: Coraza, ModSecurity
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:48no05 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:34yes49 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:37yes1227 s
Direct recommendationPerplexity Sonarsonar2026-09-17 12:18yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:39yes4420 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 13:15yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:12yes1819 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 10:51yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:24yes935 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 12:35yes922 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:15yes12103 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:25yes925 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:27yes169 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 14:01yes58 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:24yes1528 s
ParaphrasePerplexity Sonarsonar2026-09-17 11:39yes205 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 09:35yes169 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 12:00yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:29yes1014 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:25yes94 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:35no047 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:59yes1062 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 10:31yes1880 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 13:13yes537 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 09:44yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 12:51yes58 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 11:16yes2027 s
ComparativePerplexity Sonarsonar2026-09-17 14:09yes209 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:21yes2615 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 10:20yes911 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 13:40yes2879 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 14:08yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 09:55no039 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:11yes1050 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:13no0139 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 14:15yes518 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 12:34yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 09:23yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 10:44yes1219 s
Budget constrainedPerplexity Sonarsonar2026-09-17 12:05yes205 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 11:50yes179 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 11:47yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:58yes1014 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 12:41yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 10:13no035 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:56yes1020 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 14:09yes2759 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 12:45yes517 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:59no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 10:47no013 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 13:49yes1124 s
Scale constrainedPerplexity Sonarsonar2026-09-17 11:12yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 13:18yes1715 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 11:33no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 09:56yes1823 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 11:02yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 11:38no038 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 10:12yes923 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 11:00yes14114 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:18yes526 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 13:54yes178 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 11:54yes44 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 12:38yes2421 s
Negative framingPerplexity Sonarsonar2026-09-17 12:45yes206 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 10:08yes4216 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 12:43yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 11:51yes2744 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 13:49yes85 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 12:42no041 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 11:59yes2634 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 12:24yes2461 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 11:44yes1020 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Amazon Shield
Azure Firewall WAF
Barracuda WAF-as-a-Service
Barracuda WAF/WAAP
Cequence Security
Cloudflare WAF + Cloudflare Bot Management
DenyAll
F5 Advanced WAF & Distributed Cloud WAF
F5 BIG-IP / NGINX App Protect
F5 BIG-IP Advanced WAF / NGINX App Protect
FortiWeb / FortiWeb Cloud
Fortinet FortiWAF
Google Cloud WAF
HUMAN Technologies
Imperva Cloud WAF / Gateway
Imperva WAF / Application Security
Microsoft Azure Application Gateway (WAF)
ModSecurity with OWASP Core Rule Set
Netscreen
Palo Alto Networks Prisma Cloud WAF
Radware Cloud WAF / Alteon
Reblaze
Shadow Daemon
Sucuri Basic Platform
Sucuri Firewall
Veles
Wallarm WAF
Discontinued, still offered
No shut-down product was recommended here.
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