Vulnerability management platforms
Asked as “vulnerability management platform”, and as “vulnerability scanning and management tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Tenable Vulnerability Management 19%
33Rapid7 InsightVM19Tenable Vulnerability Management09Qualys VMDR39others
33% of first choices, contested.
Since October 2026▲+3Since October 2026: 30% → 33%, +3 points. Inside the 11-point floor: within noise.Rapid7 InsightVM held the lead, +3 points on 30%, inside the 11-point floor.
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.
Small business
Intruder45%Clear leader=heldSince October 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise.Standing →Mid-market
Rapid7 InsightVM33%Contested▲+3Since October 2026: 30% → 33%, +3 points. Inside the 11-point floor: within noise.This pageEnterprise
Tenable Vulnerability Management54%Clear leader↗new leaderNew leader since October 2026: Tenable Vulnerability Management (54%) replaces Qualys VMDR (32% then, 11% now), 43 points clear, past the 11-point floor.Standing →
Intruder45%Clear leader=heldSince October 2026: 45% → 45%, ±0 points. Inside the 11-point floor: within noise.Standing →Mid-marketRapid7 InsightVM33%Contested▲+3Since October 2026: 30% → 33%, +3 points. Inside the 11-point floor: within noise.This pageEnterpriseTenable Vulnerability Management54%Clear leader↗new leaderNew leader since October 2026: Tenable Vulnerability Management (54%) replaces Qualys VMDR (32% then, 11% now), 43 points clear, past the 11-point floor.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Rapid7 InsightVM33%11%57endorsed leader▲+3Since October 2026: 30% → 33%, +3 points. Inside the 11-point floor: within noise.30% → 33%
Rapid7 InsightVM33%11%57endorsed leader▲+3Since October 2026: 30% → 33%, +3 points. Inside the 11-point floor: within noise.30% → 33%02Tenable Vulnerability Management19%15%60accepted challenger▲+3Since October 2026: 16% → 19%, +3 points. Inside the 11-point floor: within noise.16% → 19%
Tenable Vulnerability Management19%15%60accepted challenger▲+3Since October 2026: 16% → 19%, +3 points. Inside the 11-point floor: within noise.16% → 19%03
Qualys VMDR9%18%60accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%
Qualys VMDR9%18%60accepted challenger=heldSince October 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise.9% → 9%04
ManageEngine Vulnerability Manager Plus7%10%20accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise.7% → 7%
ManageEngine Vulnerability Manager Plus7%10%20accepted challenger=heldSince October 2026: 7% → 7%, ±0 points. Inside the 11-point floor: within noise.7% → 7%05
Microsoft Defender Vulnerability Management6%10%31accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Microsoft Defender Vulnerability Management6%10%31accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%06Intruder6%0%23accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%
Intruder6%0%23accepted challenger▼−5Since October 2026: 11% → 6%, −5 points. Inside the 11-point floor: within noise.11% → 6%07
OpenVAS6%38%21criticized challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
OpenVAS6%38%21criticized challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%08
Wiz4%0%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Wiz4%0%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%09
Tenable Nessus2%35%20criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Tenable Nessus2%35%20criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the one product at 0%, ordered by negative rate
10
Orca Security0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Orca Security0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Rapid7 InsightVM vs Microsoft Defender Vulnerability ManagementRapid7 InsightVM vs IntruderRapid7 InsightVM vs OpenVASRapid7 InsightVM vs WizTenable Vulnerability Management vs Qualys VMDRTenable Vulnerability Management vs ManageEngine Vulnerability Manager PlusTenable Vulnerability Management vs Microsoft Defender Vulnerability ManagementTenable Vulnerability Management vs IntruderTenable Vulnerability Management vs OpenVASTenable Vulnerability Management vs WizQualys VMDR vs ManageEngine Vulnerability Manager PlusQualys VMDR vs Microsoft Defender Vulnerability ManagementQualys VMDR vs IntruderQualys VMDR vs OpenVASQualys VMDR vs WizManageEngine Vulnerability Manager Plus vs Microsoft Defender Vulnerability ManagementManageEngine Vulnerability Manager Plus vs IntruderManageEngine Vulnerability Manager Plus vs OpenVASManageEngine Vulnerability Manager Plus vs WizMicrosoft Defender Vulnerability Management vs IntruderMicrosoft Defender Vulnerability Management vs OpenVASMicrosoft Defender Vulnerability Management vs WizIntruder vs OpenVASIntruder vs WizOpenVAS vs Wiz
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Rapid7 InsightVM33%
Rapid7 InsightVM33%02Tenable Vulnerability Management19%
Tenable Vulnerability Management19%03Qualys VMDR9%
Qualys VMDR9%04ManageEngine Vulnerability Manager Plus7%
ManageEngine Vulnerability Manager Plus7%05Microsoft Defender Vulnerability Management6%
Microsoft Defender Vulnerability Management6%06Intruder6%
Intruder6%07OpenVAS6%
OpenVAS6%08Wiz4%
Wiz4%09Tenable Nessus2%
Tenable Nessus2%10Orca Security0%
Orca Security0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Qualys VMDR18%
11 of 60 labels negative · 9 of 14 models · 1 hard negative
“Avoid if support and ease-of-use are priorities; test against Tenable or Rapid7.” Grok 4.20, negative prompt
Tenable Vulnerability Management15%
9 of 60 labels negative · 8 of 14 models · 1 hard negative
“Avoid: Tenable unless you have specific needs for OT/legacy asset coverage and budget for $10K+ annually.” Kimi K2, direct prompt
OpenVAS38%
8 of 21 labels negative · 6 of 14 models · 3 hard negative
“Standalone Nessus (without a console), OpenVAS (without Kubelet/KQL integration) | Lacks the "Management" layer” Qwen 3.7 Flash, negative prompt
Rapid7 InsightVM11%
6 of 57 labels negative · 6 of 14 models · 1 hard negative
“Avoid for tight budgets: Enterprise-heavy tools like Rapid7 InsightVM” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
68 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. 754 links across 194 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Vicarius30 answers · 39 citations · 12 models
28 answers · 28 citations · 9 models
23 answers · 23 citations · 10 models
vendor site · Motadata21 answers · 21 citations · 9 models
19 answers · 19 citations · 7 models
18 answers · 21 citations · 7 models
vendor site · Tenable17 answers · 27 citations · 8 models
vendor site · Sprinto17 answers · 17 citations · 9 models
vendor site · NinjaOne14 answers · 14 citations · 7 models
13 answers · 20 citations · 7 models
13 answers · 15 citations · 9 models
vendor site · PDQ13 answers · 13 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.
28 answers · 9 models
23 answers · 10 models
21 answers · 9 models
19 answers · 7 models
17 answers · 7 models
17 answers · 9 models
13 answers · 7 models
12 answers · 7 models
11 answers · 5 models
9 answers · 7 models
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 vulnerability management platform”, “vulnerability management platform”, “vulnerability management platforms”. 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Rapid7 rapid7.com Rapid7 InsightVM 33% | 33% | 150 | 14,800 | 798 | 123,299 company | $609 | 30 | |
| Tenable tenable.com Tenable Vulnerability Management 19% | 19% | 154 | 27,100 | 1,194 | 187,567 company | $9,764 | 62 | 1 |
| Qualys VMDR qualys.com | 9% | 165 | 320 | 16 | 26,929 | 46 | 7 | |
| ManageEngine parent site ManageEngine Vulnerability Manager Plus 7% | 7% | 49 | 8,100 | 675 | ||||
| Microsoft Defender parent site Microsoft Defender Vulnerability Management 6% | 6% | 98 | 18,100 | 3,525 | ||||
| Intruder intruder.io | 6% | 291 | 27,100 | 8,557 | 49,562 | 43 | ||
| OpenVAS openvas.org | 6% | 71 | 3,600 | 229 | 3,099 | |||
| Wiz wiz.io | 4% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | |
| Action1 action1.com | 4% | 255 | 8,100 | 87 | 18,854 | $3,801 | 48 | |
| Tenable parent site Tenable Nessus 2% | 2% | 66 | 27,100 | 1,194 |
Google's top ten for the three searches hold 18 sites; 1 of them are among the sites the models cited here (tenable.com). The first result for “best vulnerability management platform” is surecloud.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
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.
ShowHideModelDirect“What is the best vulnerability management platform for a mid-market B2B company?”Paraphrase“Which vulnerability scanning and management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top vulnerability management platforms and how do they differ?”Budget-constrained“What is the best vulnerability management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a vulnerability management platform. What should we look at?”Negative“Which vulnerability management platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceQualys VMDR, Rapid7 InsightVMChangedTenable Nessus, Tenable Vulnerability ManagementManageEngine Vulnerability Manager Plus, OpenVASno first choiceagainst: Arctic Wolf, Automox, ManageEngine Vulnerability Manager Plus, OpenVAS, Rapid7 InsightVM, Tenable Vulnerability Management
One alternative
Tenable NessusFour alternatives
Microsoft Defender Vulnerability Management, PDQ, Qualys VMDR, Rapid7 InsightVMTwo alternatives
Intruder, Microsoft Defender Vulnerability ManagementGPT-5.4 miniTenable Vulnerability ManagementQualys VMDRChangedQualys VMDR, Tenable Vulnerability ManagementTenable Nessusagainst: Qualys VMDR, Tenable Vulnerability Managementno first choicenothing named
Four alternatives
CrowdStrike, Qualys VMDR, Rapid7 InsightVM, WizTwo alternatives
Rapid7 InsightVM, Tenable Vulnerability ManagementSix alternatives
Armis, Brinqa, Microsoft Defender Vulnerability Management, Nucleus Security, Rapid7 InsightVM, ServiceNowOne alternative
OpenVASGemini 3.5 FlashRapid7 InsightVM, WizRapid7 InsightVM, WizHeldTenable Vulnerability ManagementWazuhno first choiceagainst: Qualys VMDRagainst: Nmap, OpenVAS, Qualys VMDR, Rapid7 InsightVM, Tenable Vulnerability Management
Five alternatives
CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management, Orca Security, Qualys VMDR, Tenable Vulnerability ManagementThree alternatives
Microsoft Defender Vulnerability Management, Orca Security, Tenable Vulnerability ManagementFive alternatives
CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVM, WizEight alternatives
ConnectSecure, DefectDojo, Intruder, Nuclei, OWASP ZAP, OpenVAS, Tenable Nessus, TrivySix alternatives
Brinqa, CrowdStrike, Microsoft Defender for Endpoint, Nucleus Security, Orca Security, WizPerplexity SonarRapid7 InsightVMRapid7 InsightVMHeldTenable Vulnerability ManagementManageEngine Vulnerability Manager Plusno first choiceagainst: Automox, Checkmarx, CrowdStrike Falcon Exposure Management, Microsoft Defender Vulnerability Management, NinjaOne, Qualys VMDR, Rapid7 InsightVM, Snyk, Tenable Vulnerability Management, Veracode
Five alternatives
ManageEngine Vulnerability Manager Plus, Microsoft Defender for Cloud, Tenable Vulnerability Management, Vicarius vRx, WizThree alternatives
Microsoft Defender Vulnerability Management, Tenable Vulnerability Management, WizNine alternatives
Brinqa, CrowdStrike Falcon Exposure Management, Exposure Command, Microsoft Defender Vulnerability Management, Nucleus Security, Orca Security, Qualys VMDR, Rapid7 InsightVM, WizThree alternatives
Action1, Intruder, OpenVASGrok 4.20Tenable Vulnerability Managementagainst: IBM, Microsoft Defender, OpenVASTenable Vulnerability ManagementHeldagainst: Greenbone OpenVAS, TrivyQualys VMDR, Tenable Vulnerability ManagementOpenVAS, Tenable Vulnerability Managementagainst: Palo Alto Cortex, Qualys VMDR, Rapid7 InsightVMTenable Vulnerability Managementagainst: ConnectSecure, DefectDojo, Heimdal, Ivanti Neurons for Vulnerability Management, Microsoft Defender Vulnerability Management, Pentest-Tools.com, Qualys VMDR
Five alternatives
CrowdStrike Falcon Exposure Management, ESET Vulnerability & Patch Mgmt, Qualys VMDR, Rapid7 InsightVM, SyxsenseThree alternatives
ESET Vulnerability & Patch Management, Qualys VMDR, Rapid7 InsightVMFour alternatives
CrowdStrike, Pentera, Rapid7 InsightVM, WizTwo alternatives
ESET Vulnerability & Patch Management, NinjaOneThree alternatives
ManageEngine Vulnerability Manager Plus, Qualys VMDR, Rapid7 InsightVMMistral SmallTenable Vulnerability ManagementTenable Vulnerability ManagementHeldno first choiceMicrosoft Defender Vulnerability Managementno first choiceagainst: Brinqa, Panaseeragainst: ConnectSecure, ManageEngine Vulnerability Manager Plus, Qualys VMDR
Three alternatives
Intruder, ManageEngine Vulnerability Manager Plus, Qualys VMDRThree alternatives
Intruder, Qualys VMDR, Rapid7 InsightVMTwo alternatives
Defendify, OpenVASDeepSeek V4 FlashManageEngine Vulnerability Manager Plus, Rapid7 InsightVMRapid7 InsightVMChangedagainst: OpenVASTenable Vulnerability ManagementAction1Rapid7 InsightVMagainst: Tenable Vulnerability Managementagainst: IBM QRadar, OpenVAS, Qualys VMDR, Rapid7 InsightVM, Sprinto
Two alternatives
Qualys VMDR, Tenable Vulnerability ManagementFour alternatives
Intruder, Microsoft Defender Vulnerability Management, Qualys VMDR, Tenable Vulnerability ManagementTen alternatives
Cisco Vulnerability Management, CrowdStrike Falcon Exposure Management, CrowdStrike Falcon Spotlight, Intruder, Microsoft Defender Vulnerability Management, Orca Security, Qualys VMDR, Rapid7 InsightVM, Vulcan Cyber, WizFour alternatives
Greenbone OpenVAS, Intruder, ManageEngine Vulnerability Manager Plus, Microsoft Defender Vulnerability ManagementFive alternatives
CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management, PDQ, Qualys VMDR, WizLlama 4 MaverickIntruderRapid7 InsightVMChangedno first choiceMicrosoft Defender Vulnerability Managementno first choicenothing named
Three alternatives
Qualys VMDR, Rapid7 InsightVM, Tenable Vulnerability ManagementThree alternatives
Intruder, Qualys VMDR, Tenable Vulnerability ManagementThree alternatives
Intruder, Qualys VMDR, Tenable Vulnerability ManagementQwen 3.7 FlashRapid7 InsightVMRapid7 InsightVMHeldagainst: OpenVASTenable Vulnerability ManagementMicrosoft Defender Vulnerability Managementagainst: Qualys VMDR, Tenable Vulnerability Managementno first choiceagainst: Spiceworks, Tenable Nessusagainst: Nikto, OpenText Fortify, OpenVAS, Retina, SQLMap, Tenable Nessus, WebInspect, XSStrike
Five alternatives
CrowdStrike Falcon Spotlight, Intruder, Tenable Nessus, Tenable Vulnerability Management, Vicarius vRxFive alternatives
ManageEngine Vulnerability Manager Plus, Orca Security, Qualys VMDR, SanerNow, Tenable Vulnerability ManagementFour alternatives
Microsoft Defender, Orca Security, Qualys VMDR, Rapid7 InsightVMTwo alternatives
Intruder, runZeroKimi K2Rapid7 InsightVMagainst: Tenable Vulnerability ManagementRapid7 InsightVMHeldQualys VMDR, Tenable Vulnerability ManagementAction1, Greenbone OpenVASagainst: Tenable NessusRapid7 InsightVMagainst: Nuclei, OpenVAS, Qualys VMDR, Rapid7 InsightVM, Tenable Nessus, Tenable Vulnerability Management
Two alternatives
Microsoft Defender Vulnerability Management, Qualys VMDRThree alternatives
Intruder, Qualys VMDR, Tenable Vulnerability ManagementThree alternatives
CrowdStrike Falcon Exposure Management, Microsoft Defender Vulnerability Management, Rapid7 InsightVMThree alternatives
Intruder, ManageEngine Vulnerability Manager Plus, TrivyThree alternatives
Microsoft Defender Vulnerability Management, Qualys VMDR, Tenable Vulnerability ManagementGLM 4.7 FlashXRapid7 InsightVMQualys VMDRChangedTenable Vulnerability ManagementIntruderno first choicenothing named
Four alternatives
Microsoft Defender Vulnerability Management, Qualys VMDR, Tenable Vulnerability Management, WithSecure ElementsFour alternatives
CrowdStrike Falcon Exposure Management, ESET Vulnerability & Patch Management, Rapid7 InsightVM, Tenable Vulnerability ManagementSeven alternatives
CrowdStrike Falcon Exposure Management, ManageEngine Vulnerability Manager Plus, Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVM, SecPod SanerNow CVEM, Vicarius vRxFive alternatives
Lynis, Nuclei, OpenVAS, Tenable Nessus, TrivyMiniMax M2.5Qualys VMDR, Rapid7 InsightVMQualys VMDR, Tenable Vulnerability ManagementChangedTenable Vulnerability ManagementDefendifyno first choicenothing named
Three alternatives
CrowdStrike Falcon Spotlight, Intruder, Tenable NessusThree alternatives
OpenVAS, Rapid7 InsightVM, SecPod SanerNowFour alternatives
CrowdStrike Falcon Exposure Management, Qualys VMDR, Rapid7 InsightVM, SecPod SanerNowThree alternatives
Action1, Heimdal Patch & Asset Management, OpenVASGPT-6 LunaTenable Vulnerability Managementagainst: Tenable NessusTenable Vulnerability ManagementHeldagainst: Tenable Nessusno first choiceManageEngine Vulnerability Manager Plusagainst: Tenable Nessusno first choiceagainst: Cisco Vulnerability Management, Microsoft Defender Vulnerability Management, Tenable Nessus Professional or Expert
Three alternatives
Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVMThree alternatives
Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVMTwo alternatives
OWASP DefectDojo Community Edition, OpenVASMuse Glimmer 30BRapid7 InsightVMRapid7 InsightVMHeldTenable One, Tenable Vulnerability ManagementIntruder, OpenVASno first choiceagainst: Qualys VMDR, Tenable Vulnerability Management
Two alternatives
Qualys VMDR, Tenable Vulnerability ManagementTwo alternatives
Qualys VMDR, Tenable Vulnerability ManagementFour alternatives
Exposure Command, Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVMTwo alternatives
ManageEngine Vulnerability Manager Plus, Microsoft Defender Vulnerability ManagementBold 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:18 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:01 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:54 | yes | 7 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:37 | yes | 5 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:57 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:35 | yes | 5 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:41 | yes | 22 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:08 | yes | 13 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | no | 0 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:56 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:39 | yes | 12 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:30 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:15 | yes | 4 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 19:12 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:03 | yes | 5 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:53 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:19 | yes | 19 | 39 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:03 | yes | 13 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:24 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:02 | yes | 10 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:20 | no | 0 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:07 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:15 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:18 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:30 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:39 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:12 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:09 | yes | 24 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:43 | yes | 10 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 15 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:49 | yes | 22 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:23 | yes | 15 | 27 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:46 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 15 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:46 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:40 | yes | 7 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:38 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:43 | yes | 5 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:55 | yes | 25 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:31 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:15 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:07 | yes | 10 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 23 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:52 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:18 | yes | 4 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:10 | yes | 12 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:00 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:42 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:09 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:37 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:26 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | no | 0 | 14 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:03 | yes | 21 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:51 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:38 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:27 | yes | 15 | 64 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:03 | yes | 11 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | no | 0 | 76 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:34 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:28 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:01 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:52 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:20 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 19:05 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:01 | yes | 20 | 26 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:09 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:40 | yes | 24 | 62 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:48 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:29 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:41 | yes | 24 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | no | 0 | 10 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:15 | yes | 4 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:48 | yes | 25 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
ESET read as ESET Vulnerability & Patch Management
Ivanti read as Ivanti Neurons for Vulnerability Management
ManageEngine read as ManageEngine Vulnerability Manager Plus
Microsoft Defender for Vulnerability Management read as Microsoft Defender Vulnerability Management
Nucleus read as Nucleus Security
Orca read as Orca Security
Qualys read as Qualys VMDR
Qualys (Qualys VMDR) read as Qualys VMDR
Qualys (VMDR) read as Qualys VMDR
Rapid7 read as Rapid7 InsightVM
Rapid7 (InsightVM / Nexpose) read as Rapid7 InsightVM
Rapid7 (InsightVM) read as Rapid7 InsightVM
Tenable read as Tenable Vulnerability Management
Tenable (Nessus/Tenable One) read as Tenable Vulnerability Management
Tenable (Tenable One / Nessus) read as Tenable Vulnerability Management
Tenable (Tenable.io / Tenable One) read as Tenable Vulnerability Management
Tenable (Tenable.io) read as Tenable Vulnerability Management
Tenable (Tenable.one / Tenable.io / Nessus) read as Tenable Vulnerability Management
Tenable One Vulnerability Management read as Tenable Vulnerability Management
Vicarius read as Vicarius vRx
Unresolved, counted raw
DeepSurface
ESET Vulnerability & Patch Mgmt
Greenbone OpenVAS
OIT
OWASP DefectDojo Community Edition
Qualys CyberSecurity Station
Retina
SanerNow
SecPod SanerNow CVEM
Strobes RBVM
Tenable Nessus Professional or Expert
WebInspect
XSStrike
Discontinued, still offered
No shut-down product was recommended here.