AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Security operations › XDR › Small business › October 2026 Edition

Extended detection and response for small business buyers

Asked as “XDR platform”, and as “extended detection and response solution”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Coro 14%
25Microsoft Defender XDR14Coro12Huntress Managed EDR49others

25% of first choices, contested.

Since September 2026↗new leaderNew leader since September 2026: Microsoft Defender XDR (22%) replaces Coro (57% then, 14% now), 8 points clear, inside the 11-point floor.Microsoft Defender XDR leads at 22%, replacing Coro, which led at 57% and stands at 14% now: 8 points clear, inside the floor, so the swap reads as unsettled. The verdict moved from clear leader to 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 rateLabelsQuadrantSince September 2026
01Microsoft Defender XDR25%26%47criticized challenger▲+8Since September 2026: 14% → 22%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 22%
02Coro14%0%31accepted challenger▼−43Since September 2026: 57% → 14%, −43 points. Past the 11-point floor: movement. Read over the models both editions asked.57% → 14%
03Microsoft Defender for Cloud12%0%17accepted challenger▼−2Since September 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 12%
04Huntress Managed EDR12%6%17accepted challenger▲+7Since September 2026: 5% → 12%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 12%
05SentinelOne Singularity7%23%44accepted challenger▲+6Since September 2026: 2% → 8%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 8%
06Sophos Intercept X5%4%26accepted challenger▲+6Since September 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 6%
07Cynet 360 AutoXDR4%0%13accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 4%
08CrowdStrike Falcon Insight XDR4%47%49criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
09Bitdefender GravityZone XDR2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Show the two products at 0%, ordered by negative rate
11Palo Alto Networks Cortex XDR0%81%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
10Trend Vision One0%50%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
All ten head-to-head pages: the top five 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
08
09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft Defender XDR25%
02Coro14%
03Microsoft Defender for Cloud12%
04Huntress Managed EDR12%
05SentinelOne Singularity7%
06Sophos Intercept X5%
07Cynet 360 AutoXDR4%
08CrowdStrike Falcon Insight XDR4%
09Bitdefender GravityZone XDR2%
10Trend Vision One0%
11Palo Alto Networks Cortex XDR0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 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.
Palo Alto Networks Cortex XDR
81%
22 of 27 labels negative · 14 of 14 models · 7 hard negative
“Do Not Buy "DIY" XDR:** Avoid buying tools like Palo Alto Cortex XDR or standard Microsoft Defender XDR if you plan to manage them yourself.” Gemini 3.5 Flash, scale prompt
CrowdStrike Falcon Insight XDR
47%
23 of 49 labels negative · 13 of 14 models · 5 hard negative
“should avoid or approach with caution the following XDR platforms ... **CrowdStrike Falcon** – Notoriously steep learning curve and complex user interface; can be prohibitively expensive” Mistral Small, negative prompt
Microsoft Defender XDR
26%
12 of 47 labels negative · 9 of 14 models · 5 hard negative
“a licensing maze, a missing multi-tenant console, and a managed SOC tier priced for companies far bigger than the average SMB” Muse Glimmer 30B, negative prompt
SentinelOne Singularity
23%
10 of 44 labels negative · 8 of 14 models · 4 hard negative
“one SMB-focused recommendation says to **avoid** it unless you have **specific high-security requirements**” Perplexity Sonar, negative 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

78 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. 1049 links across 174 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 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 · CyberPress47 answers · 94 citations · 11 models
vendor site · Palo Alto Networks39 answers · 42 citations · 13 models
vendor site · G236 answers · 58 citations · 13 models
vendor site · SentinelOne30 answers · 41 citations · 10 models
30 answers · 31 citations · 9 models
26 answers · 34 citations · 11 models
21 answers · 21 citations · 9 models
20 answers · 35 citations · 10 models
vendor site · Huntress20 answers · 29 citations · 8 models
vendor site · Cynet19 answers · 27 citations · 8 models
vendor site · Heimdal Security16 answers · 22 citations · 8 models
vendor site · FitGap16 answers · 16 citations · 6 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 xdr platform”, “xdr platform”, “xdr 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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Microsoft Defender parent site
Microsoft Defender XDR 25%, Microsoft Defender for Endpoint 4%, Microsoft Defender for Office 365 2%
30%26818,1003,525
Coro coro.net14%11149,5004,8333,7913
Microsoft Defender microsoft.com
Microsoft Defender for Cloud 12%
12%56918,1003,525145,358,109 company$12,455103
Huntress huntress.com
Huntress Managed EDR 12%
12%29033,1004,338352,368 company$15,522120
SentinelOne sentinelone.com
SentinelOne Singularity 7%
7%53433,1001,675446,702 company$780221
Sophos sophos.com
Sophos Intercept X 5%
5%25218,1002,046186,716 company$1,42765
CrowdStrike parent site
CrowdStrike Falcon Insight XDR 4%, CrowdStrike Falcon Complete 2%
5%16974,0005,130
Cynet 360 AutoXDR cynet.com4%2110013,782437
Bitdefender parent site
Bitdefender GravityZone XDR 2%
2%3490,5003,261
Sophos parent site
Sophos MDR 2%, Sophos Intercept X + Sophos MDR 0%
2%13118,1002,046

Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (cynet.com, paloaltonetworks.com, sentinelone.com). The first result for “best xdr platform” 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 XDR platform for a small B2B company?”Paraphrase“Which extended detection and response solution would you recommend to a small business that sells to other businesses?”Comparative“What are the top XDR platforms for a small team and how do they differ?”Budget-constrained“What is the best XDR platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a XDR platform. What should we look at?”Negative“Which XDR platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Coro
Four alternativesBlumira, Cynet 360 AutoXDR, Microsoft Defender XDR, SentinelOne Singularity
SentinelOne SingularityChanged
Three alternativesHuntress Managed EDR, Microsoft Defender for Cloud, ThreatDown
SentinelOne Singularity, Sophos Intercept X
Three alternativesBlumira, Coro, Cynet 360 AutoXDR
Blumira
Three alternativesCoro, Microsoft Defender XDR, ThreatDefence
no first choiceagainst: CrowdStrike Falcon Insight XDR, Huntress Managed EDR, Palo Alto Networks Cortex XDR, Sophos Intercept X, Trend Vision One
GPT-5.4 miniCrowdStrike Falcon Complete
Three alternativesCisco XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Microsoft Defender for CloudChanged
Three alternativesCrowdStrike Falcon Complete, Microsoft Defender Experts for XDR, Microsoft Defender XDR
Microsoft Defender XDR
Three alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity, Sophos Intercept X
against: Palo Alto Networks Cortex XDR
Microsoft Defender for Cloud
Two alternativesDefender, Huntress Managed EDR
against: CrowdStrike Falcon Insight XDR, SentinelOne Singularity
no first choiceagainst: CrowdStrike Falcon Cloud Security, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Secureworks Taegis XDR, Trend Vision One
Gemini 3.5 FlashHuntress Managed EDR
Three alternativesMicrosoft Defender for Cloud, SentinelOne Singularity, Sophos Intercept X + Sophos MDR
Sophos Intercept X, Sophos MDRChanged
Three alternativesCrowdStrike Falcon Insight XDR, Huntress Managed EDR, Microsoft Defender for Cloud
Cynet 360 AutoXDR, SentinelOne Singularity
Four alternativesMicrosoft Defender for Business / Defender XDR, Sophos Intercept X, Sophos MDR, Stellar Cyber Open XDR
Cynet 360 AutoXDR, Microsoft Defender for Cloud
Three alternativesHuntress Managed EDR, SentinelOne Singularity, Sophos Intercept X
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
Huntress Managed EDR
Three alternativesCrowdStrike Falcon Insight XDR, SentinelOne Singularity, Sophos Intercept X
against: Microsoft Defender XDR, Palo Alto Networks Cortex XDR
against: Microsoft Defender XDR, Microsoft Sentinel, Palo Alto Networks Cortex XDR, Securonix, Splunk, Stellar Cyber Open XDR
Perplexity SonarSentinelOne Singularity
Three alternativesBitdefender GravityZone XDR, Cynet 360 AutoXDR, Microsoft Defender XDR
Huntress Managed EDRChanged
One alternativeCrowdStrike Falcon Insight XDR
Microsoft Defender XDR, SentinelOne Singularity
Three alternativesCoro, Cynet 360 AutoXDR, ESET PROTECT
against: Palo Alto Networks Cortex XDR
Coro, Microsoft Defender XDR
One alternativeTrellix XDR for SMBs
against: Bitdefender GravityZone XDR, Sophos
no first choiceagainst: CrowdStrike Falcon Insight XDR, Cynet EDR/XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity, UnderDefense
Grok 4.1 FastCoro
Two alternativesMicrosoft Defender XDR, Sophos Intercept X
against: CrowdStrike Falcon Insight XDR
CoroHeld
Three alternativesBarracuda Managed XDR, SentinelOne Singularity, Sophos Intercept X
Coro, Cynet 360 AutoXDR, Microsoft Defender XDR
Three alternativesHeimdal XDR, SentinelOne Singularity, Sophos Intercept X
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
Microsoft Defender XDR
Four alternativesCrowdStrike Falcon Insight XDR, ManageEngine Log360, SentinelOne Singularity, Sophos Intercept X
Microsoft Defender XDR, SentinelOne Singularity
Three alternativesCoro, Palo Alto Networks Cortex XDR, Trend Vision One
against: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity
Mistral SmallMicrosoft Defender XDR
One alternativeCynet 360 AutoXDR
no first choiceChangedSentinelOne Singularity, Sophos Intercept X
Four alternativesBitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, Cynet 360 AutoXDR, Trend Vision One
CrowdStrike Falcon Insight XDRagainst: Microsoft Defender XDR, Palo Alto Networks Cortex XDRno first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, SentinelOne Singularity
DeepSeek V4 FlashCoro, Microsoft Defender XDR
One alternativeSophos Intercept X
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
CrowdStrike Falcon Insight XDRChanged
Two alternativesMicrosoft Defender for Cloud, SentinelOne Singularity
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Three alternativesCoro, SentinelOne Singularity, Sophos Intercept X
against: Cisco XDR, Trend Vision One
Microsoft Defender for Cloud
Two alternativesCoro, SentinelOne Singularity
Coro
One alternativeSophos Intercept X + Sophos MDR
against: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
against: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Microsoft Sentinel, Palo Alto Networks Cortex XDR, SentinelOne Singularity
Llama 4 MaverickCynet 360 AutoXDR, Microsoft Defender XDRno first choiceChangedStellar Cyber Open XDR
One alternativeRapid7 InsightIDR
Exabeam FusionMicrosoft Defender XDR
One alternativeCoro
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
Qwen 3.7 FlashMicrosoft Defender XDR
Four alternativesBitdefender GravityZone Business Security, Coro, Huntress Managed EDR, SentinelOne Singularity Core
against: CrowdStrike Falcon Insight XDR, Palo Alto
Huntress Managed EDRChanged
Two alternativesMicrosoft Defender for Endpoint, SentinelOne Singularity
Microsoft Defender for Cloud, SentinelOne Singularity
Two alternativesCrowdStrike Falcon Insight XDR, Sophos Intercept X
Defender for Endpoint, Microsoft Defender for Office 365, Sophos Intercept X
Two alternativesSentinelOne Singularity, Trend Vision One
no first choiceagainst: Cisco XDR, CrowdStrike Falcon Insight XDR, IBM QRadar, Palo Alto Networks Cortex XDR, SentinelOne Singularity, Splunk ES Security, Trend Vision One
Kimi K2Huntress Managed EDR, Microsoft Defender for Cloud
One alternativeSentinelOne Singularity
against: Cisco XDR, CrowdStrike Falcon Insight XDR
Microsoft Defender for CloudChanged
Three alternativesCynet 360 AutoXDR, SentinelOne Singularity, Sophos Intercept X
Huntress Managed EDR
Three alternativesMicrosoft Defender XDR, Rapid7 InsightIDR, Sophos Intercept X
against: SentinelOne Singularity
Huntress Managed EDR
Four alternativesBitdefender GravityZone XDR, CrowdStrike Falcon Insight XDR, SentinelOne Singularity Core, Trend Micro Worry-Free Services
Microsoft Defender XDR
Five alternativesCoro, CrowdStrike Falcon Insight XDR, Huntress Managed EDR, SentinelOne Singularity, Sophos Intercept X
against: CrowdStrike Falcon Insight XDR, Palo Alto Networks Cortex XDR
GLM 4.7 FlashXMicrosoft Defender XDR
Seven alternativesBitdefender GravityZone XDR, Coro, CrowdStrike Falcon Insight XDR, ESET PROTECT, Palo Alto Networks Cortex XSIAM, ReliaQuest GreyMatter, SentinelOne Singularity
Microsoft Defender XDRHeld
Two alternativesBitdefender GravityZone XDR, Trellix XDR for SMBs
against: CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Insight XDR, Microsoft Defender XDR
Three alternativesBitdefender GravityZone XDR, SentinelOne Singularity, Sophos Intercept X
against: Palo Alto Networks Cortex XDR, Trend Vision One
Coro
Three alternativesCrowdStrike Falcon Insight XDR, Elastic Security, Microsoft Defender XDR
no first choiceagainst: CrowdStrike Falcon Insight XDR, ESET PROTECT, Palo Alto Networks Cortex XDR
MiniMax M2.5Microsoft Defender for Endpoint, SentinelOne Singularity
One alternativeSophos Intercept X
against: CrowdStrike Falcon Insight XDR
Bitdefender GravityZone XDR, Sophos Intercept XChanged
One alternativeCisco XDR
CrowdStrike Falcon Insight XDR, SentinelOne Singularity
Four alternativesBitdefender GravityZone XDR, Microsoft Defender for Endpoint, Palo Alto Networks Cortex XDR, Stellar Cyber Open XDR
Microsoft Defender for Endpoint
Two alternativesCrowdStrike Falcon Insight XDR, Sophos Intercept X
against: SentinelOne Singularity
no first choiceagainst: CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, SentinelOne Singularity
GPT-6 LunaMicrosoft Defender XDR
Two alternativesSentinelOne Singularity, Sophos MDR
Microsoft Defender XDRHeld
Two alternativesMicrosoft 365, Sophos MDR
CrowdStrike Falcon Complete, Sophos Intercept X
Two alternativesMicrosoft Defender XDR, SentinelOne Singularity
against: Palo Alto Networks Cortex XDR
Microsoft 365 Business Premium with Microsoft Defender
Two alternativesCrowdStrike Falcon Insight XDR, Microsoft Defender for Cloud
no first choiceagainst: Microsoft Defender XDR, Palo Alto Networks Cortex XDR
Muse Glimmer 30BCoro
One alternativeMicrosoft Defender XDR
Huntress Managed EDRChanged
Two alternativesMicrosoft Defender for Cloud, SentinelOne Singularity Endpoint
against: CrowdStrike Falcon Insight XDR
Microsoft Defender XDR, SentinelOne Singularity
Six alternativesBitdefender GravityZone XDR, Coro, CrowdStrike Falcon Insight XDR, Cynet 360 AutoXDR, Palo Alto Networks Cortex XDR, Sophos Intercept X
Microsoft Defender XDR, Microsoft Defender for Cloud
Four alternativesBitdefender GravityZone XDR, ESET XDR, PurpleSec Defiance XDR, Trellix XDR for SMBs
no first choice
Two alternativesCoro, Microsoft Defender XDR
against: Cisco XDR, CrowdStrike Falcon Insight XDR, Microsoft Defender XDR, Palo Alto Networks Cortex XDR, Trend Vision One
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-4-5-202510012026-10-01 12:10yes96 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:39yes39 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 07:59yes1828 s
Direct recommendationPerplexity Sonarsonar2026-10-01 08:53yes273 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:51yes188 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 10:04yes52 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 11:35yes2544 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 13:24yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 10:51yes840 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:14yes2030 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 07:46yes1535 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 07:54yes515 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 09:14yes315 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:07yes2126 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:15yes178 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:58yes55 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 11:11yes1729 s
ParaphrasePerplexity Sonarsonar2026-10-01 11:33yes163 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:23yes236 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 09:23no01 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:49yes2321 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 08:58yes51 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 12:56yes1440 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 12:44yes2527 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 12:21yes1547 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:25yes822 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 07:37yes221 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:29yes1425 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 09:54yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:33yes28 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:22yes1828 s
ComparativePerplexity Sonarsonar2026-10-01 12:22yes175 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:39yes228 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 11:17yes78 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 12:56yes2535 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 13:46yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:12yes1024 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:35yes2524 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:38yes2555 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:33yes1552 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 12:22yes521 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 07:27yes1527 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:09yes96 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:48yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 08:36yes1728 s
Budget constrainedPerplexity Sonarsonar2026-10-01 12:08yes284 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:01yes226 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 09:13yes114 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 13:15yes2330 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 13:37yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:15no035 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:48yes1420 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:19yes22111 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 09:38yes519 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 13:17yes217 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:26yes1423 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 13:11no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:32no011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:08yes1125 s
Scale constrainedPerplexity Sonarsonar2026-10-01 09:37yes207 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:53yes1710 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 12:23no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:16yes2534 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:26yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:00no027 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 09:57yes2232 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:15yes927 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 09:44yes511 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 07:56yes328 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:21yes1226 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 07:51yes97 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 13:28yes35 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:07yes1927 s
Negative framingPerplexity Sonarsonar2026-10-01 10:08yes256 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:36yes197 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 11:56yes52 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 13:00yes2333 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:00yes51 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:52yes926 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 13:48yes1012 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:54yes2138 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:39yes515 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 09:35yes216 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:22yes2340 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
Acronis read as Acronis Cyber Protect
Bitdefender read as Bitdefender GravityZone XDR
Bitdefender GravityZone read as Bitdefender GravityZone XDR
Bitdefender XDR read as Bitdefender GravityZone XDR
CrowdStrike read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Go read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon Go / Pro read as CrowdStrike Falcon Insight XDR
CrowdStrike Falcon XDR read as CrowdStrike Falcon Insight XDR
CrowdStrike XDR read as CrowdStrike Falcon Insight XDR
Cynet read as Cynet 360 AutoXDR
Cynet XDR read as Cynet 360 AutoXDR
Exabeam read as Exabeam Fusion
Falcon Go read as CrowdStrike Falcon Insight XDR
Huntress read as Huntress Managed EDR
Palo Alto Cortex read as Palo Alto Networks Cortex XDR
Rapid7 read as Rapid7 InsightIDR
SentinelOne read as SentinelOne Singularity
SentinelOne (Singularity Core) read as SentinelOne Singularity
Stellar Cyber read as Stellar Cyber Open XDR
Trend Micro read as Trend Vision One
Unresolved, counted raw
Cynet EDR/XDR
Microsoft 365 Business Premium with Microsoft Defender
PurpleSec Defiance XDR
Secureworks Taegis XDR
SecurityHQ
Splunk ES Security
ThreatDefence
Zscular
Discontinued, still offered
No shut-down product was recommended here.
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