AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Network and edge › Microsegmentation › Small business › October 2026 Edition

Microsegmentation for small business buyers

Asked as “microsegmentation solution”, and as “east-west network segmentation tool”, on behalf of a small B2B company. 67 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
16%
Contested · Illumio Segmentation 12%
16Zero Networks Segment12Illumio Segmentation06Akamai Guardicore Segmentation66others

16% of first choices, contested.

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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Zero Networks Segment16%0%35accepted challenger
02Illumio Segmentation12%52%56criticized challenger
03Faddom6%0%21accepted challenger
04Akamai Guardicore Segmentation6%38%39criticized challenger
05ColorTokens Xshield4%13%23accepted challenger
06Elisity4%0%21accepted challenger
07Cisco Secure Workload4%56%27criticized challenger
08AWS Security Groups3%0%11accepted challenger
09Zscaler Private Access1%15%13accepted challenger
Show the one product at 0%, ordered by negative rate
10VMware NSX0%68%28criticized challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each

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
A08
09
10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Zero Networks Segment16%
02Illumio Segmentation12%
03Faddom6%
04Akamai Guardicore Segmentation6%
05ColorTokens Xshield4%
06Elisity4%
07Cisco Secure Workload4%
08AWS Security Groups3%
09Zscaler Private Access1%
10VMware NSX0%

What they warned about

Zero of fourteen 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, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
VMware NSX
68%
19 of 28 labels negative · 10 of 14 models · 5 hard negative
“implementing a traditional enterprise microsegmentation solution (such as VMware NSX or Cisco Secure Workload) is almost always a mistake” Gemini 3.5 Flash, direct prompt
Cisco Secure Workload
56%
15 of 27 labels negative · 10 of 14 models · 4 hard negative
“platform-specific tools lacking agentless options—avoid if your environment is dynamic or multi-cloud” Grok 4.1 Fast, negative prompt
Illumio Segmentation
52%
29 of 56 labels negative · 9 of 14 models · 6 hard negative
“Why avoid Enterprise solutions for now? Solutions like **Illumio Core** or **Palo Alto Prisma Cloud** ... often means paying thousands of dollars per month” GLM 4.7 FlashX, comparative prompt
Akamai Guardicore Segmentation
38%
15 of 39 labels negative · 7 of 14 models · 3 hard negative
“Avoid "Big Name" Enterprise Suites: Tools like **Illumio**, **Akamai Guardicore**, and **Prisma Cloud**” Qwen 3.7 Flash, budget prompt

What they cite

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

Sites the answers cite

79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1150 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.

vendor site · CyberPress57 answers · 57 citations · 12 models
vendor site · Elisity48 answers · 77 citations · 12 models
37 answers · 42 citations · 12 models
vendor site · G234 answers · 54 citations · 11 models
33 answers · 39 citations · 11 models
vendor site · Zero Networks32 answers · 55 citations · 13 models
vendor site · SourceForge31 answers · 45 citations · 12 models
29 answers · 34 citations · 10 models
27 answers · 36 citations · 9 models
27 answers · 32 citations · 10 models
27 answers · 29 citations · 10 models
vendor site · Tigera26 answers · 36 citations · 10 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.

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best microsegmentation solution”, “microsegmentation solution”, “microsegmentation solutions”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Zero Networks Segment zeronetworks.com16%9510227,41874
Illumio Segmentation illumio.com12%16530325,056783
Faddom faddom.com6%3939085,183$1,0151
Akamai parent site
Akamai Guardicore Segmentation 6%
6%14727,1001,614
ColorTokens Xshield colortokens.com4%8330169306
Elisity elisity.com4%821,00016,9921,09754
Tailscale tailscale.com4%94165,0002,416115,71033
Cisco parent site
Cisco Secure Workload 4%
4%90165,00048,352
AWS parent site
AWS Security Groups 3%
3%12368,000114,001
Azure Network Security Groups3%301,00047,904

Google's top ten for the three searches hold 11 sites; 4 of them are among the sites the models cited here (elisity.com, gartner.com, tigera.io, zeronetworks.com). The first result for “best microsegmentation solution” is gartner.com.

How 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.
ShowHide
ModelDirect“What is the best microsegmentation solution for a small B2B company?”Paraphrase“Which east-west network segmentation tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top microsegmentation solutions for a small team and how do they differ?”Budget-constrained“What is the best microsegmentation solution for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a microsegmentation solution. What should we look at?”Negative“Which microsegmentation solutions should a small business avoid or be cautious about?”
Claude Haiku 4.5ColorTokens Xshield, Zero Networks Segment
One alternativeIllumio Segmentation
Illumio SegmentationChanged
One alternativeZscaler Private Access
ColorTokens Xshield, Zero Networks Segment
One alternativeIllumio Segmentation
ColorTokens Xshield
One alternativeFaddom
no first choiceagainst: Cisco Secure Workload
GPT-5.4 miniCisco Secure Workload
One alternativePalo Alto Networks
Illumio SegmentationChanged
Six alternativesArista, Cisco, Faddom, HPE, Tufin, Zscaler Private Access
Illumio Segmentation, Zscaler Private Access
Two alternativesFortinet, VMware NSX
Cisco Secure Workload
One alternativeVLANs, firewall rules, and identity-based access
no first choicenothing named
Gemini 3.5 FlashZero Networks Segment
Five alternativesColorTokens Xshield, CrowdStrike Falcon Firewall Management, Elisity, Illumio Edge, SentinelOne Firewall Control
against: Cisco Secure Workload, VMware NSX
Tailscale, TwingateChanged
Two alternativesNative Cloud Security Groups & Network Security Groups, Zero Networks Segment
against: Akamai Guardicore Segmentation, Illumio Segmentation
Zero Networks Segment
Four alternativesColorTokens Xshield, Elisity, Faddom, Illumio Segmentation
against: Cisco Secure Workload, VMware NSX
NetBird, Tailscale
Three alternativesActive Directory GPOs + Windows Defender Firewall, Cloud Security Groups / Network Security Groups, Project Calico
against: Akamai Guardicore Segmentation, Illumio Core, VMware NSX
Zero Networks Segment
Four alternativesIllumio Segmentation, Tailscale, Tigera, Twingate
against: Akamai Guardicore Segmentation, Cisco Secure Workload
against: Akamai Guardicore Segmentation, Cilium, Cisco ACI, Cisco Secure Workload, Illumio Segmentation, VMware vDefend
Perplexity SonarIllumio Segmentation, Zero Networks Segment
Two alternativesAkamai Guardicore Segmentation, Cisco Secure Workload
Illumio SegmentationChanged
Two alternativesCisco Secure Workload, Zero Networks Segment
AWS Security Groups, Akamai Guardicore Segmentation, Azure Network Security Groups, Illumio Segmentation
Four alternativesElisity, Nutanix Flow Network Security, VMware NSX, Zero Networks Segment
against: Cisco Secure Workload
no first choice
Two alternativesColorTokens Xshield, Zscaler Private Access
no first choicenothing named
Grok 4.1 FastAkamai Guardicore Segmentation
Two alternativesColorTokens Xshield, Illumio Segmentation
Zero Networks SegmentChanged
Two alternativesAkamai Guardicore Segmentation, Illumio Segmentation
Illumio Segmentation
Three alternativesAkamai Guardicore Segmentation, Elisity, Zero Networks Segment
against: Cisco Secure Workload, Nutanix Flow, VMware NSX
Tigera Calico Open Source
Four alternatives12Port Horizon, Cilium, Faddom, Istio
against: Akamai, Guardicore, Illumio Segmentation, VMware NSX
Elisity, Zero Networks Segment
Two alternativesIllumio Segmentation, Tigera
against: Akamai Guardicore Segmentation
against: Cisco Secure Workload, Illumio Segmentation, Prisma Cloud, VMware NSX
Mistral SmallAkamai Guardicore Segmentation, Illumio Segmentation
Two alternativesTufin, Unisys Stealth
Cisco, Fortinet, Palo Alto NetworksChanged
One alternativeElisity
against: VMware NSX
Akamai Guardicore Segmentation, Zscaler Private Access
Three alternativesFaddom, Illumio Segmentation, VMware NSX
against: Cisco Secure Workload, ColorTokens Xshield
Faddom, Illumio Segmentation
One alternativeRidgeShield
AWS Security Groups, Azure Network Security Groups
Seven alternativesCalico, Cilium, Cloudflare Access, Google Cloud Firewall Rules, Guardicore, Illumio Segmentation, Tailscale
against: VMware NSX
against: ColorTokens Xshield
DeepSeek V4 Flash12Port Horizon, Akamai Guardicore Segmentationagainst: Illumio Segmentation, VMware NSXZero Networks SegmentChanged
One alternativeColorTokens Xshield
against: Akamai Guardicore Segmentation, Illumio Segmentation, VMware NSX
Tigera, Zero Networks Segment
One alternativeAkamai Guardicore Segmentation
against: Illumio Segmentation
AWS Security Groups, Azure Network Security Groups, Enclave
Three alternativesCalico, Cilium, Faddom
against: Akamai Guardicore Segmentation, ColorTokens Xshield, Illumio Segmentation
Elisity, Zero Networks Segment
One alternativeAkamai Guardicore Segmentation
against: Cisco ACI, Illumio Segmentation, VMware NSX
against: Cisco Secure Workload, Guardicore, Illumio Segmentation, VMware NSX
Llama 4 MaverickColorTokens Xshieldno first choiceChangedno first choiceFaddom
One alternativeRidgeShield
no first choicenothing named
Qwen 3.7 FlashZscaler Internet Access
Two alternativesColorTokens Xshield, Faddom
against: Broadcom NSX, Illumio Segmentation
Tigera CalicoChanged
One alternativeFaddom
against: Akamai Guardicore Segmentation, Illumio Segmentation, VMware NSX
Tigera
Three alternativesAkamai Guardicore Segmentation, ColorTokens Xshield, Illumio Segmentation
SideChannel Enclave
Two alternativesCalico, Faddom
against: Akamai Guardicore Segmentation, Illumio Segmentation, Prisma Cloud
no first choice
Seven alternativesCalico, Cisco Secure Workload, Orca, Palo Alto Networks, Tenable.io Network Control, Wiz, Zscaler Private Access
against: FireMon, McAfee, Tufin, VMware NSX Advanced Load Balancer
Kimi K2Cloudflare One, Tailscale
One alternativeTwingate
against: Illumio Segmentation, Zscaler Private Access
Zero Networks SegmentChanged
Two alternativesVMware NSX, Zscaler Cloud Workload Segmentation
against: VLAN-based segmentation
Faddom
Three alternativesColorTokens Xshield, Elisity, Zero Networks Segment
against: Akamai Guardicore Segmentation, Illumio Segmentation
OPNsense, pfSense
Two alternativesCalico Open Source, Zero Networks Segment
against: HashiCorp Consul Connect, Illumio Segmentation, Istio
Elisity
Four alternativesAkamai Guardicore Segmentation, Illumio Segmentation, Palo Alto Networks, Zscaler Private Access
against: Akamai Guardicore Segmentation, Cisco Secure Workload, FireMon, Illumio Segmentation, Tufin Orchestration Suite, VMware NSX
GLM 4.7 FlashXCisco Secure Workload
Three alternativesFortinet, Palo Alto Networks, RidgeShield
against: Illumio Segmentation
Akamai Guardicore SegmentationChanged
Three alternativesUbiquiti UDM-Pro / UDM-SE, VLANs on Managed Switches, Zero Networks Segment
12Port Horizon, Faddom
One alternativeOpinnate
against: Illumio Segmentation, Prisma Cloud
Faddom
Five alternativesAWS Security Groups, Azure Network Security Groups, RidgeShield, Windows Firewall, iptables
against: Prisma Cloud, VMware NSX
no first choiceagainst: Illumio Segmentationagainst: Illumio Segmentation, VMware NSX
MiniMax M2.5Illumio Core, Zscaler Private Access
Five alternativesAWS Network Firewall, AWS Security Groups, Cloudflare One, Kube\u2011NetworkPolicies, Open Policy Agent
against: Cisco Secure Workload, Linux iptables/nftables scripts, Palo Alto Networks VM\u2011Series / Prisma, VMware NSX
12Port Horizon, Calico CloudChanged
One alternativeZero Networks Segment
against: Illumio Segmentation
no first choice
Six alternativesAWS Security Groups, Azure Network Security Groups, Calico Open Source, ColorTokens Xshield, Kubernetes Network Policies, Zero Networks Segment
against: Illumio Segmentation
Cloud-Native Security Groups
Three alternatives12Port Horizon, Cisco ISE, Faddom
against: Illumio Segmentation
Illumio Segmentation
Three alternativesAkamai Guardicore Segmentation, Elisity, Zero Networks Segment
nothing named
GPT-6 LunaAWS, Azure, Google Cloud
Two alternativesCisco Secure Workload, Illumio Segmentation
Zero Networks SegmentChanged
One alternativeAWS Security Groups
AWS Security Groups
Two alternativesCilium, Tailscale
against: Akamai Guardicore Segmentation, Cisco Secure Workload, Illumio Segmentation
Windows Defender Firewall
Three alternativesAWS Security Groups, Azure Network Security Groups, Microsoft Defender for Cloud
against: Tailscale
no first choice
One alternativeIllumio Segmentation
against: Cisco Secure Workload, Illumio Segmentation, VMware NSX
Muse Glimmer 30BFaddom, RidgeShield
One alternativeColorTokens Xshield
against: Airlock Microgateway, Akamai Guardicore Segmentation, Cisco, Illumio Segmentation, Zscaler Private Access
Zero Networks SegmentChangedagainst: Illumio CoreColorTokens Xshield, Faddom
Two alternativesElisity, Zero Networks Segment
against: Akamai Guardicore Segmentation, Guardicore, Illumio Segmentation
no first choice
Five alternativesCalico, Cilium, Faddom, nftables, pfSense
Illumio Segmentation
One alternativeElisity
against: Akamai Guardicore Segmentation, Check Point CloudGuard Network Security, Cisco ISE, Cisco Secure Workload, Illumio Segmentation, Tufin Orchestration Suite, VMware NSX
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The 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
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:53yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 01:33yes47 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:08yes1929 s
Direct recommendationPerplexity Sonarsonar2026-10-05 01:27yes163 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 23:36yes2010 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-04 23:58yes127 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:41yes2128 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:45yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 23:32yes2160 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:00yes1939 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:09yes24103 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:24no044 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-05 00:46yes415 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:22yes1119 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:09yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:09yes55 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-04 23:32yes1928 s
ParaphrasePerplexity Sonarsonar2026-10-04 22:57yes172 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 23:03yes249 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-05 01:29yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:57yes2435 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:05yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:57yes2282 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:56yes1719 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:33yes2026 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:48yes2476 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-04 23:59yes214 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:35yes1929 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:04yes159 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 00:05yes49 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:19yes2328 s
ComparativePerplexity Sonarsonar2026-10-04 23:08yes134 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:34yes179 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-05 00:46yes710 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:06yes2556 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:32yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:24yes1340 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:14yes2454 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:00yes2132 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 22:24yes1427 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-05 01:25yes724 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:38yes2134 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:13yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 23:46yes44 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:30yes1828 s
Budget constrainedPerplexity Sonarsonar2026-10-04 23:14yes164 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:01yes2211 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 23:57yes127 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:08yes2226 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:15yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:55yes2467 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:21yes2452 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:04yes20145 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 01:27yes1858 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-05 00:26yes514 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:42yes1518 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:24no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:53no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:42yes1326 s
Scale constrainedPerplexity Sonarsonar2026-10-05 01:53yes203 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:54yes1811 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-05 00:41no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:02yes1958 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:32yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:24no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:55yes1923 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:30yes15106 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 01:46yes514 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-05 01:39yes316 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:16yes1422 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:31yes1610 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 00:44yes56 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:30yes1427 s
Negative framingPerplexity Sonarsonar2026-10-05 00:20yes194 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:30yes189 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-05 00:53yes526 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:41yes2141 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:32yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:18yes1035 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:14yes2327 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 01:07yes1929 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:18yes2032 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-05 00:51yes520 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 23:27yes1929 s

Normalization in this category

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

ShowHide
Category-scoped readings
Akamai Guardicore read as Akamai Guardicore Segmentation
Akamai Guardicore Centra read as Akamai Guardicore Segmentation
Azure NSGs read as Azure Network Security Groups
Cisco Tetration read as Cisco Secure Workload
ColorTokens read as ColorTokens Xshield
ColorTokens (Xshield) read as ColorTokens Xshield
Illumio read as Illumio Segmentation
Illumio Zero Trust Segmentation read as Illumio Segmentation
Palo Alto (Prisma/Terraform) read as Palo Alto Networks
Zero Networks read as Zero Networks Segment
Zero Networks (Segment) read as Zero Networks Segment
Zero Networks (Zero Networks Segment) read as Zero Networks Segment
Zscaler read as Zscaler Private Access
Unresolved, counted raw
Active Directory GPOs + Windows Defender Firewall
Airlock Microgateway
Broadcom NSX
Calico Cloud (Tigera)
Check Point CloudGuard Network Security
Cloud Security Groups / Network Security Groups (NSGs)
Cloud-Native Security Groups
CrowdStrike Falcon Firewall Management
Google Cloud Firewall Rules
HashiCorp Consul Connect
Illumio Edge
Kube\u2011NetworkPolicies
Linux iptables/nftables scripts
Native Cloud Security Groups & Network Security Groups (NSGs)
Netgear ProSafe
OpenShift Network Policies
Palo Alto Networks VM\u2011Series / Prisma
Pushwoosh
SentinelOne Firewall Control
Tenable.io Network Control
ThreatLocker Network Control
Tigera Calico
Ubiquiti UDM-Pro / UDM-SE
Unisys Stealth
VLAN-based segmentation
VLANs on Managed Switches
VLANs, firewall rules, and identity-based access
VMware NSX Advanced Load Balancer
Windows Firewall
Windows Firewall / iptables + Group Policy
Zscaler Cloud Workload Segmentation
iptables
nftables
Discontinued, still offered
No shut-down product was recommended here.
← Managed DNSNAC →