Index › IT › Security operations › Threat intel › Enterprise · November 2026 Edition

Threat intelligence platforms for enterprise buyers

Asked as “threat intelligence platform”, and as “cyber threat intelligence feed and platform”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
62Recorded Future Intelligence Cloud10CrowdStrike Falcon Intelligence06Group-IB Threat Intelligence23others

62% of first choices, clear leader.

Since October 2026▼−11Since October 2026: 73% → 62%, −11 points. Past the 11-point floor: movement.Recorded Future Intelligence Cloud held the lead, −11 points on 73%, past the 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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Recorded Future Intelligence Cloud62%11%66endorsed leader▼−11Since October 2026: 73% → 62%, −11 points. Past the 11-point floor: movement.73% → 62%
02CrowdStrike Falcon Intelligence10%9%43accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 11-point floor: within noise.2% → 10%
03Group-IB Threat Intelligence6%0%12accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
04Google Threat Intelligence Lab in the set4%17%30accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
05Mandiant Threat Intelligence Lab in the set2%9%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
06ThreatConnect2%22%40accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
07Cyble Vision2%0%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
08Bitsight2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
09OpenCTI2%19%16accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the seven products at 0%, ordered by negative rate
16Microsoft Defender Threat Intelligence0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
15MISP0%32%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11Anomali ThreatStream0%19%48accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
14Cyware Intel Exchange0%14%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13Intel 4710%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Flashpoint Ignite0%3%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12ZeroFox Intelligence0%0%11accepted 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.

Google Threat Intelligence is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models two times of 52. Mandiant Threat Intelligence is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.

Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each

One product takes 62% of first choices here, so the chart would put fifteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.

What they warned about

Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Qwen 3.7 Flash, Kimi K2 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.
Anomali ThreatStream
19%
9 of 48 labels negative · 9 of 14 models · 3 hard negative
“Anomali has also received strong warnings from analysts regarding its suitability for large enterprises” Mistral Small, negative prompt
ThreatConnect
22%
9 of 40 labels negative · 9 of 14 models · 3 hard negative
“ThreatConnect is mentioned as a platform that some analysts advise avoiding unless the company is growing fast” Llama 4 Maverick, negative prompt
MISP
32%
6 of 19 labels negative · 6 of 14 models · 1 hard negative
“Generally not recommended for large enterprises” MiniMax M2.5, negative prompt
Recorded Future Intelligence Cloud
11%
7 of 66 labels negative · 6 of 14 models
“The acquisition pattern where Mastercard acquired Recorded Future and Dataminr acquired ThreatConnect has shifted how these platforms are positioned and prioritized.” Kimi K2, negative 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

77 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. 888 links across 236 sites, every framing counted. Ranked by the number of answers carrying the site or page. 55 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 · Recorded Future25 answers · 31 citations · 12 models
vendor site · Bitsight24 answers · 35 citations · 11 models
publisher (Gane)24 answers · 28 citations · 9 models
23 answers · 24 citations · 8 models
22 answers · 22 citations · 9 models
vendor site · Cyble22 answers · 22 citations · 10 models
17 answers · 19 citations · 9 models
15 answers · 16 citations · 9 models
13 answers · 18 citations · 8 models
vendor site · Flashpoint13 answers · 17 citations · 9 models
13 answers · 15 citations · 6 models
vendor site · Vectra12 answers · 12 citations · 9 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 threat intelligence platform”, “threat intelligence platform”, “threat intelligence 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
Recorded Future Intelligence Cloud recordedfuture.com
Recorded Future Intelligence Cloud 62%, Recorded Future Threat Intelligence 4%
65%163210150,27822
CrowdStrike parent site
CrowdStrike Falcon Intelligence 10%
10%10274,0005,130
Group-IB Threat Intelligence group-ib.com6%1544,29915
Google Threat Intelligence google.dev4%521,00021881,346109
Bitsight bitsight.com
Bitsight 2%, Bitsight Cyber Risk Intelligence 2%
4%1604,400146126,245$6031
Mandiant mandiant.com
Mandiant Threat Intelligence 2%
2%426,600253225
ThreatConnect threatconnect.com2%1111,000241,4360
Cyble Vision cyble.com2%9130120,85611
OpenCTI filigran.io2%721,900941,9470
Palo Alto Networks parent site
Palo Alto Networks Cortex XSOAR 2%
2%1240,5001,088

Google's top ten for the three searches hold 16 sites; 1 of them are among the sites the models cited here (gartner.com). The first result for “best threat intelligence platform” is reddit.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 threat intelligence platform for an enterprise B2B company?”Paraphrase“Which cyber threat intelligence feed and platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade threat intelligence platforms and how do they differ?”Budget-constrained“What is the best threat intelligence platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a threat intelligence platform. What should we look at?”Negative“Which threat intelligence platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5CrowdStrike Falcon Intelligence
Four alternativesAnomali ThreatStream, Cyble Vision, Mandiant Threat Intelligence, Recorded Future Intelligence Cloud
Recorded Future Intelligence CloudChanged
Four alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Mandiant Threat Intelligence
no first choiceRecorded Future Intelligence Cloudagainst: CrowdStrike, Mandiant Threat Intelligenceno first choiceagainst: Anomali ThreatStream, Cyware Intel Exchange, ESET Threat Intelligence, Google Threat Intelligence
GPT-5.4 miniRecorded Future Intelligence Cloud
Three alternativesFlashpoint Ignite, ThreatConnect, ZeroFox Intelligence
Recorded Future Threat IntelligenceChanged
Two alternativesCrowdStrike threat intelligence / TIP capabilities, ThreatConnect Platform
Google Threat Intelligence, Recorded Future Intelligence Cloud
Six alternativesBitsight, Flashpoint Ignite, Intel 471, SOCRadar Extended Threat Intelligence, ThreatConnect, ZeroFox Intelligence
Google Threat Intelligence
One alternativeRecorded Future Intelligence Cloud
no first choicenothing named
Gemini 3.5 FlashRecorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Mandiant Threat Intelligence, ThreatConnect
Recorded Future Intelligence CloudHeld
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Google Threat Intelligence, Microsoft Defender Threat Intelligence, ThreatConnect
no first choiceOpenCTI
Three alternativesCrowdStrike Falcon Intelligence, Google Threat Intelligence, ThreatConnect
no first choiceagainst: MISP, OpenCTI
Perplexity SonarRecorded Future Intelligence Cloud
Six alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyware Intel Exchange, Flashpoint Ignite, Google Threat Intelligence, ThreatConnect
Recorded Future Threat Intelligence, ThreatConnectChanged
Eight alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision, Cyware Intel Exchange, Flashpoint Ignite, Google Threat Intelligence, Microsoft Defender Threat Intelligence, Microsoft Sentinel
no first choice
Twelve alternativesAnomali ThreatStream, Bitsight, CloudSEK, CrowdStrike Falcon Intelligence, Cyble Vision, Cyware Intel Exchange, Flashpoint Ignite, Google Threat Intelligence, Microsoft Defender Threat Intelligence, OpenCTI, Recorded Future Intelligence Cloud, ThreatConnect
CrowdStrike Falcon Intelligence
Two alternativesMISP, Microsoft Defender Threat Intelligence
against: Recorded Future Intelligence Cloud
no first choiceagainst: ANY.RUN, AlienVault OTX, Anomali ThreatStream, CrowdStrike Falcon Intelligence, Cyware Intel Exchange, EclecticIQ, Flashpoint Ignite, Google Threat Intelligence, GreyNoise, IBM X-Force Exchange, Intel 471, MISP, Microsoft Defender Threat Intelligence, Recorded Future Intelligence Cloud, SOCRadar Extended Threat Intelligence, Silent Push, ThreatConnect
Grok 4.20Recorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Google Threat Intelligence, Rapid7 Threat Command, ThreatConnect
Recorded Future Intelligence CloudHeld
Five alternativesBitsight, CrowdStrike Falcon Intelligence, IBM X-Force Exchange, Mandiant (Google) Threat Intelligence Platform + Feeds, SOCRadar Extended Threat Intelligence
against: AlienVault OTX, GreyNoise, Shadowserver
Google Threat Intelligence, Recorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision, Flashpoint Ignite, ThreatConnect
Group-IB Threat Intelligence
Four alternativesDigitalStakeout, MISP, OpenCTI, Recorded Future Intelligence Cloud
against: Anomali ThreatStream, CrowdStrike Falcon Intelligence, ThreatConnect
Recorded Future Intelligence Cloud
Six alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Mandiant/Google Threat Intelligence, Microsoft Defender Threat Intelligence, Rapid7 Threat Command, ThreatConnect
nothing named
Mistral SmallRecorded Future Intelligence Cloud
Three alternativesCrowdStrike Falcon Intelligence, Cyble Vision, Mandiant Threat Intelligence
Recorded Future Intelligence CloudHeld
Three alternativesBitsight, CrowdStrike, Mandiant Threat Intelligence
Recorded Future Intelligence Cloud
Seven alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision, Flashpoint Ignite, Mandiant Threat Intelligence, ThreatConnect, ZeroFox Intelligence
CrowdStrike Falcon Intelligence
Two alternativesGoogle Threat Intelligence, Recorded Future Intelligence Cloud
no first choiceagainst: Anomali ThreatStream, Constella Intelligence, OSINT Industries, Palantir, ThreatConnect
DeepSeek V4 FlashRecorded Future Intelligence Cloud
Four alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence
Recorded Future Intelligence CloudHeld
Four alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence
Recorded Future Intelligence Cloud
Six alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision, Flashpoint Ignite, Google Threat Intelligence, ThreatConnect Intelligence Operations Platform
Recorded Future Intelligence Cloud
One alternativeGroup-IB Threat Intelligence
against: Google Threat Intelligence
no first choiceagainst: AlienVault OTX, Anomali ThreatStream, MISP, Recorded Future Intelligence Cloud, RiskIQ, ThreatConnect, VirusTotal
Llama 4 MaverickRecorded Future Intelligence Cloud
Three alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision
Recorded Future Intelligence CloudHeld
Thirteen alternativesAnomali ThreatStream, Bitsight, Cisco Talos, CrowdStrike, Flare, Flashpoint Ignite, Google Cloud, Group-IB Threat Intelligence, Intel 471, Kaspersky, NordStellar, Palo Alto, ZeroFox Intelligence
no first choiceCrowdStrike Falcon Intelligence, Cyble Vision, Recorded Future Intelligence Cloudno first choiceagainst: Recorded Future Intelligence Cloud, ThreatConnect
Qwen 3.7 FlashRecorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligent Security Suite, Microsoft Defender XDR, Palo Alto Networks, ThreatQuotient
BitsightChanged
Four alternativesCrowdStrike Falcon Intelligence, Flashpoint Ignite, Mandiant Threat Intelligence, Recorded Future Intelligence Cloud
Recorded Future Intelligence Cloud
Four alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, ThreatConnect
Recorded Future Intelligence Cloudagainst: Anomali ThreatStream, CrowdStrike Falcon Adversary Intel, MISP / OpenCTI, ThreatConnectno first choiceagainst: MISP
Kimi K2Bitsight Cyber Risk Intelligence, Palo Alto Networks Cortex XSOAR
Two alternativesArmis Centrix, Kaspersky Threat Intelligence Portal
Recorded Future Intelligence CloudChanged
One alternativeGoogle Threat Intelligence
against: CrowdStrike Falcon Intelligence
Mandiant/Google, Recorded Future Intelligence Cloud
Four alternativesAnomali ThreatStream, CrowdStrike, Flashpoint Ignite, ThreatConnect
Recorded Future Intelligence Cloud
One alternativeMicrosoft Defender Threat Intelligence
against: Anomali ThreatStream, Google Threat Intelligence
no first choiceagainst: IBM X-Force Exchange Threat Intelligence, QRadar SaaS, Recorded Future Intelligence Cloud, ThreatConnect
GLM 4.7 FlashXRecorded Future Intelligence Cloud
Three alternativesBitsight, CrowdStrike Falcon Intelligence, ThreatConnect
Recorded Future Intelligence CloudHeld
Five alternativesAlienVault Open Threat Exchange, Anomali Marketplace, CrowdStrike Falcon Intelligence, Mandiant Threat Intelligence, abuse.ch URLhaus
Recorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence, ThreatConnect
Group-IB Threat Intelligence
Three alternativesCrowdStrike Falcon Intelligence, Recorded Future Intelligence Cloud, VenariX
no first choiceagainst: Criminal IP, CrowdStrike Falcon Intelligence, Recorded Future Intelligence Cloud
MiniMax M2.5CrowdStrike Falcon Intelligence, Google Threat Intelligence, Recorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, MISP, Mandiant Threat Intelligence, OpenCTI, ThreatConnect
Mandiant Threat Intelligence, Recorded Future Intelligence CloudChanged
Five alternativesCrowdStrike Falcon Intelligence, Flashpoint Ignite, IBM X-Force Exchange, ISACs, Palo Alto Networks Unit 42
no first choiceRecorded Future Intelligence Cloud
Two alternativesCrowdStrike Falcon Intelligence, Mandiant Threat Intelligence
against: Microsoft Defender Threat Intelligence
Recorded Future Intelligence Cloud
Five alternativesCrowdStrike Falcon Intelligence, Mandiant Threat Intelligence, Microsoft Sentinel, Palo Alto Networks Cortex Cloud, Palo Alto Networks Cortex XSIAM
against: Anomali ThreatStream, MISP, Mandiant Threat Intelligence, OpenCTI, Recorded Future Intelligence Cloud, ThreatConnect
GPT-6 LunaRecorded Future Intelligence Cloud
Two alternativesAnomali ThreatStream, Google Threat Intelligence
Recorded Future Intelligence CloudHeld
One alternativeGoogle Threat Intelligence
Google Threat Intelligence, Recorded Future Intelligence Cloud
Five alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Intel 471 Verity471, ZeroFox Intelligence
against: Microsoft Defender Threat Intelligence
Pulsedive
Three alternativesMISP, OpenCTI, Recorded Future Intelligence Cloud
no first choiceagainst: Microsoft Defender Threat Intelligence, OpenCTI
Muse Glimmer 30BRecorded Future Intelligence Cloud
Three alternativesAnomali ThreatStream, Mandiant Threat Intelligence, now Google, ThreatConnect Threat Intelligence Platform TIP
Recorded Future Intelligence CloudHeld
Two alternativesBitsight, CrowdStrike Falcon Intelligence
Recorded Future Intelligence Cloud
Six alternativesAnomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence, Intel 471, ThreatConnect
Group-IB Threat Intelligence, Recorded Future Intelligence Cloudagainst: Google Threat Intelligenceno first choiceagainst: MISP, Yetiagainst: Anomali ThreatStream, ThreatConnect
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.
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:48yes109 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:15yes46 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:46yes1123 s
Direct recommendationPerplexity Sonarsonar2026-11-01 18:22yes106 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:04yes510 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 13:57yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:03yes2020 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:52yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:34no025 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 14:56yes520 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 18:51yes25312 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 17:32yes526 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 18:11yes516 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:45yes1521 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 19:35yes1811 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:46yes56 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 19:30yes423 s
ParaphrasePerplexity Sonarsonar2026-11-01 15:34yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 19:10yes511 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 18:01yes106 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:41yes2038 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:40yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 16:18yes525 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:45yes947 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 19:12yes2436 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:16no022 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 15:54yes216 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:21yes1424 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:54yes98 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:45yes513 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:37yes1124 s
ComparativePerplexity Sonarsonar2026-11-01 13:44yes108 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:54yes512 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 10:46yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:18yes2337 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:19yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 16:37yes519 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:46yes2061 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:14yes22143 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:43yes1435 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 11:06yes832 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:05yes1225 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:04yes167 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:30yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:21yes921 s
Budget constrainedPerplexity Sonarsonar2026-11-01 14:36yes104 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:33yes1413 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 18:28yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 17:03yes2139 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:12yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:00yes928 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:57yes2547 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 13:34yes2145 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 19:08yes1460 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 17:52yes315 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:24yes2330 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:39yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:03yes29 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:17no018 s
Scale constrainedPerplexity Sonarsonar2026-11-01 11:09yes109 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:56yes1515 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:34no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:10yes2543 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 18:19yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 19:39no031 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:20yes1580 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 19:17yes1340 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:16yes1938 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 17:31yes218 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:50yes1521 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:51yes188 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:44yes47 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:33no016 s
Negative framingPerplexity Sonarsonar2026-11-01 09:34yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:44yes913 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 18:20yes512 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:28yes2146 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:57yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 16:58no032 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 13:47yes2538 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 18:05yes25129 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:01yes960 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 14:23yes522 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:53yes2425 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
Anomali read as Anomali ThreatStream
Anomali (ThreatStream) read as Anomali ThreatStream
Cisco (Talos) read as Cisco Talos
CrowdStrike Adversary Intelligence read as CrowdStrike Falcon Intelligence
CrowdStrike Falcon Adversary Intelligence read as CrowdStrike Falcon Intelligence
CrowdStrike Intelligence read as CrowdStrike Falcon Intelligence
Cyble read as Cyble Vision
Cyware read as Cyware Intel Exchange
Flashpoint read as Flashpoint Ignite
Google Cloud Threat Intelligence (Mandiant + VirusTotal) read as Mandiant Threat Intelligence
Google Mandiant (Threat Intelligence) read as Google Threat Intelligence
Google Mandiant Threat Intelligence read as Google Threat Intelligence
Google Threat Intelligence / Mandiant read as Google Threat Intelligence
Group-IB read as Group-IB Threat Intelligence
IBM X-Force read as IBM X-Force Exchange
Mandiant read as Mandiant Threat Intelligence
Mandiant (Google Cloud) read as Mandiant Threat Intelligence
Mandiant (Google Threat Intelligence) read as Mandiant Threat Intelligence
Mandiant (Google) read as Mandiant Threat Intelligence
Mandiant Advantage read as Mandiant Threat Intelligence
Mandiant Advantage (Google Cloud) read as Mandiant Threat Intelligence
Microsoft Defender TI read as Microsoft Defender Threat Intelligence
Microsoft Threat Intelligence read as Microsoft Defender Threat Intelligence
Palo Alto Cortex XSOAR read as Palo Alto Networks Cortex XSOAR
Palo Alto XSOAR read as Palo Alto Networks Cortex XSOAR
Recorded Future read as Recorded Future Intelligence Cloud
Recorded Future (Intelligence Cloud) read as Recorded Future Intelligence Cloud
SOCRadar read as SOCRadar Extended Threat Intelligence
ZeroFOX read as ZeroFox Intelligence
ZeroFox read as ZeroFox Intelligence
Unresolved, counted raw
ANY.RUN
ANY.RUN Threat Intelligence Feeds
Anomali Marketplace
CrowdStrike Falcon Adversary Intel
CrowdStrike Falcon Intelligent Security Suite
CrowdStrike threat intelligence / TIP capabilities
Cyjax
Dataminr
Dataminr for Cyber Defense
Defender TI
FBI InfraGard Portal
HOZINT
IBM X-Force Exchange Threat Intelligence
ISACs (Information Sharing and Analysis Centers)
IT-ISAC
Kaspersky Threat Intelligence Portal
Mandiant (Google) Threat Intelligence Platform + Feeds
Mandiant Threat Intelligence, now Google
NSFOCUS
OSINT Industries
Palo Alto Cortex XTI
QRadar SaaS
SOCRadar Threat Feeds
Silent Push
Threat Landscape Enterprise
ThreatBolt
ThreatBus
ThreatConnect Intelligence Operations Platform
ThreatConnect Platform
ThreatConnect Threat Intelligence Platform TIP
VenariX
Discontinued, still offered
No shut-down product was recommended here.
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