Threat intelligence platforms
Asked as “threat intelligence platform”, and as “cyber threat intelligence feed and platform”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
21%
Contested · OpenCTI 14%
21MISP14OpenCTI12Anomali ThreatStream53others
21% of first choices, contested.
Since October 2026▲+9Since October 2026: 12% → 21%, +9 points. Inside the 11-point floor: within noise.MISP held the lead, +9 points on 12%, 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
MISP19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.Standing →Mid-marketMISP21%Contested▲+9Since October 2026: 12% → 21%, +9 points. Inside the 11-point floor: within noise.This pageEnterprise
Recorded Future Intelligence Cloud62%Clear leader▼−11Since October 2026: 73% → 62%, −11 points. Past the 11-point floor: movement.Standing →
MISP19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.Standing →Mid-marketMISP21%Contested▲+9Since October 2026: 12% → 21%, +9 points. Inside the 11-point floor: within noise.This pageEnterpriseRecorded Future Intelligence Cloud62%Clear leader▼−11Since October 2026: 73% → 62%, −11 points. Past the 11-point floor: movement.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
01MISP21%8%48accepted challenger▲+9Since October 2026: 12% → 21%, +9 points. Inside the 11-point floor: within noise.12% → 21%
MISP21%8%48accepted challenger▲+9Since October 2026: 12% → 21%, +9 points. Inside the 11-point floor: within noise.12% → 21%02
OpenCTI14%3%32accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%
OpenCTI14%3%32accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%03
Anomali ThreatStream12%16%44accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 11-point floor: within noise.10% → 12%
Anomali ThreatStream12%16%44accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 11-point floor: within noise.10% → 12%04
Rapid7 Threat Command9%8%12accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%
Rapid7 Threat Command9%8%12accepted challenger▲+4Since October 2026: 5% → 9%, +4 points. Inside the 11-point floor: within noise.5% → 9%05
SOCRadar Extended Threat Intelligence7%0%14accepted challenger▼−3Since October 2026: 10% → 7%, −3 points. Inside the 11-point floor: within noise.10% → 7%
SOCRadar Extended Threat Intelligence7%0%14accepted challenger▼−3Since October 2026: 10% → 7%, −3 points. Inside the 11-point floor: within noise.10% → 7%06
CrowdStrike Falcon Intelligence4%12%34accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%
CrowdStrike Falcon Intelligence4%12%34accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 11-point floor: within noise.3% → 4%07Recorded Future Intelligence Cloud4%33%55criticized challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%
Recorded Future Intelligence Cloud4%33%55criticized challenger▼−8Since October 2026: 12% → 4%, −8 points. Inside the 11-point floor: within noise.12% → 4%08
AlienVault OTX4%12%17accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
AlienVault OTX4%12%17accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%09
Cyble Vision4%8%12accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
Cyble Vision4%8%12accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%10
ThreatConnect2%24%41accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
ThreatConnect2%24%41accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%11
Mandiant Threat Intelligence Lab in the set2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Mandiant Threat Intelligence Lab in the set2%27%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
14
Google Threat Intelligence Lab in the set0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Google Threat Intelligence Lab in the set0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Flashpoint Ignite0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Flashpoint Ignite0%20%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Abuse.ch0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Abuse.ch0%0%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
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. 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 zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
MISP vs SOCRadar Extended Threat IntelligenceMISP vs CrowdStrike Falcon IntelligenceMISP vs Recorded Future Intelligence CloudMISP vs AlienVault OTXOpenCTI vs Anomali ThreatStreamOpenCTI vs Rapid7 Threat CommandOpenCTI vs SOCRadar Extended Threat IntelligenceOpenCTI vs CrowdStrike Falcon IntelligenceOpenCTI vs Recorded Future Intelligence CloudOpenCTI vs AlienVault OTXAnomali ThreatStream vs Rapid7 Threat CommandAnomali ThreatStream vs SOCRadar Extended Threat IntelligenceAnomali ThreatStream vs CrowdStrike Falcon IntelligenceAnomali ThreatStream vs Recorded Future Intelligence CloudAnomali ThreatStream vs AlienVault OTXRapid7 Threat Command vs SOCRadar Extended Threat IntelligenceRapid7 Threat Command vs CrowdStrike Falcon IntelligenceRapid7 Threat Command vs Recorded Future Intelligence CloudRapid7 Threat Command vs AlienVault OTXSOCRadar Extended Threat Intelligence vs CrowdStrike Falcon IntelligenceSOCRadar Extended Threat Intelligence vs Recorded Future Intelligence CloudSOCRadar Extended Threat Intelligence vs AlienVault OTXCrowdStrike Falcon Intelligence vs Recorded Future Intelligence CloudCrowdStrike Falcon Intelligence vs AlienVault OTXRecorded Future Intelligence Cloud vs AlienVault OTX
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01MISP21%
MISP21%02OpenCTI14%
OpenCTI14%03Anomali ThreatStream12%
Anomali ThreatStream12%04Rapid7 Threat Command9%
Rapid7 Threat Command9%05SOCRadar Extended Threat Intelligence7%
SOCRadar Extended Threat Intelligence7%06CrowdStrike Falcon Intelligence4%
CrowdStrike Falcon Intelligence4%07Recorded Future Intelligence Cloud4%
Recorded Future Intelligence Cloud4%08AlienVault OTX4%
AlienVault OTX4%09Cyble Vision4%
Cyble Vision4%10ThreatConnect2%
ThreatConnect2%11Mandiant Threat Intelligence2%
Mandiant Threat Intelligence2%12Flashpoint Ignite0%
Flashpoint Ignite0%13Abuse.ch0%
Abuse.ch0%14Google Threat Intelligence0%
Google Threat Intelligence0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
Recorded Future Intelligence Cloud33%
18 of 55 labels negative · 9 of 14 models · 1 hard negative
“small businesses should generally avoid or be cautious about Recorded Future due to its high cost and steep learning curve” Mistral Small, negative prompt
ThreatConnect24%
10 of 41 labels negative · 7 of 14 models · 2 hard negative
“frequently recommended to avoid or approach with caution for smaller organizations” Mistral Small, negative prompt
Anomali ThreatStream16%
7 of 44 labels negative · 7 of 14 models
“Anomali has taken an aggressive AI-autonomy bet with ThreatStream Next-Gen, shipping agentic AI levels 1 and 2 autonomous triage and scoring” Muse Glimmer 30B, negative prompt
MISP8%
4 of 48 labels negative · 4 of 14 models
“Sources such as OTX, MISP feeds, PhishTank, and similar services can be useful, but licensing, fair-use, commercial-use, freshness, and accuracy need review” Perplexity Sonar, 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
71 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. 799 links across 227 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.
16 answers · 21 citations · 9 models
16 answers · 19 citations · 10 models
publisher (Gane)16 answers · 18 citations · 8 models
vendor site · GitHub15 answers · 27 citations · 6 models
vendor site · Cyware15 answers · 17 citations · 9 models
15 answers · 15 citations · 9 models
vendor site · Vectra15 answers · 15 citations · 8 models
vendor site · Brandefense14 answers · 14 citations · 10 models
14 answers · 14 citations · 6 models
vendor site · Consilien14 answers · 14 citations · 7 models
vendor site · G213 answers · 24 citations · 7 models
13 answers · 14 citations · 8 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.
15 answers · 9 models
15 answers · 8 models
14 answers · 6 models
14 answers · 7 models
13 answers · 7 models
13 answers · 8 models
11 answers · 6 models
11 answers · 6 models
11 answers · 9 models
10 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 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| MISP misp-project.org | 21% | 98 | 1,600 | 91 | 1,202 | 2 | |
| OpenCTI filigran.io | 14% | 72 | 1,900 | 94 | 1,947 | 0 | |
| Anomali ThreatStream anomali.com | 12% | 107 | 140 | 4 | 13,320 | 31 | 8 |
| Rapid7 parent site Rapid7 Threat Command 9% | 9% | 51 | 14,800 | 798 | |||
| SOCRadar Extended Threat Intelligence socradar.io | 7% | 132 | 20 | 0 | 19,499 | 0 | |
| Recorded Future Core recordedfuture.com Recorded Future Intelligence Cloud 4%, Recorded Future Core 4% | 7% | 163 | 210 | 1 | 50,278 | 22 | |
| CrowdStrike parent site CrowdStrike Falcon Intelligence 4% | 4% | 102 | 74,000 | 5,130 | |||
| AlienVault OTX alienvault.com | 4% | 40 | 880 | 6 | 11,662 | ||
| Cyble Vision cyble.com | 4% | 91 | 30 | 1 | 20,856 | 11 | |
| Microsoft Defender parent site Microsoft Defender Threat Intelligence 4% | 4% | 24 | 18,100 | 3,525 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (cyware.com, github.com, reddit.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
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 threat intelligence platform for a mid-market B2B company?”Paraphrase“Which cyber threat intelligence feed and platform would you recommend to a mid-sized B2B company?”Comparative“What are the top threat intelligence platforms and how do they differ?”Budget-constrained“What is the best threat intelligence platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a threat intelligence platform. What should we look at?”Negative“Which threat intelligence platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceCrowdStrike Falcon IntelligenceChangedRecorded Future Intelligence CloudMISPno first choicenothing named
Six alternatives
Cyble Vision, Mandiant Threat Intelligence, Palo Alto Networks Cortex XSOAR, Recorded Future Intelligence Cloud, SOCRadar Extended Threat Intelligence, ThreatConnectFive alternatives
Anomali ThreatStream, Cyware Intel Exchange, Google Cloud, ThreatConnect, ThreatQuotientThree alternatives
ESET Threat Intelligence, LevelBlue Open Threat Exchange, SOCRadar Extended Threat IntelligenceGPT-5.4 miniRecorded Future Intelligence CloudFeedly Threat IntelligenceChangedRecorded Future Intelligence CloudMISPno first choicenothing named
Three alternatives
GreyNoise, SOCRadar Extended Threat Intelligence, ZeroFox IntelligenceTwo alternatives
Recorded Future Intelligence Cloud, SOCRadar Extended Threat IntelligenceFive alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, IBM X-Force Exchange, Palo Alto Networks Cortex Threat Intelligence Management / Unit 42, ThreatConnectTwo alternatives
GreyNoise, OpenCTIGemini 3.5 FlashFlare, SOCRadar Extended Threat IntelligenceOpenCTIChangedagainst: MISPRecorded Future Intelligence CloudOpenCTIno first choiceagainst: ThreatConnect, ThreatQuotientagainst: Kaspersky, Mandiant Threat Intelligence, Recorded Future Intelligence Cloud, ThreatConnect
Five alternatives
CrowdStrike Falcon Intelligence, Feedly for Cybersecurity, Microsoft MDTI, OpenCTI, Recorded Future Intelligence CloudFour alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Recorded Future Intelligence Platform, ThreatConnectSix alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Cyware Intel Exchange, MISP, Mandiant Threat Intelligence, ThreatConnectTwo alternatives
AT&T AlienVault OTX, MISPPerplexity SonarThreatConnectagainst: Google Threat Intelligence, Microsoft, Recorded Future Intelligence CloudSOCRadar Extended Threat IntelligenceChangedagainst: Recorded Future Intelligence CloudRecorded Future Intelligence CloudMISPno first choiceagainst: Anomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence, Intel 471, MISP, OTX, PhishTank, ThreatConnect
Three alternatives
CrowdStrike Falcon Intelligence, SOCRadar Extended Threat Intelligence, UpGuardTwo alternatives
ImmuniWeb Discovery, Microsoft Sentinel with curated feedsNine alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Cyble Vision, Cyware Intel Exchange, Flashpoint Ignite, Google Threat Intelligence, OpenCTI, ThreatConnect, ZeroFox IntelligenceThree alternatives
Cyble Vision, GreyNoise, UpGuardGrok 4.20Anomali ThreatStreamAlienVault OTX, MISPChangedagainst: CrowdStrike Falcon Intelligence, Mandiant Threat IntelligenceRecorded Future Intelligence CloudMISP, OpenCTIagainst: CrowdStrike Falcon Intelligence, Cyble Vision, Rapid7 Threat Command, Recorded Future Intelligence Cloudno first choiceagainst: AlienVault OTX, Anomali ThreatStream, FireEye (now Trellix) TI modules, IBM X-Force Exchange, NetWitness
Five alternatives
CrowdStrike Falcon Intelligence, NordStellar, Rapid7 Threat Command, Recorded Future Intelligence Cloud, ThreatConnectTwo alternatives
OpenCTI, Recorded Future Intelligence CloudSeven alternatives
Anomali ThreatStream, CrowdStrike Falcon X, Cyware Intel Exchange, Flashpoint Ignite, Intel 471, Mandiant Threat Intelligence, ThreatConnectSix alternatives
AlienVault OTX, Have I Been Pwned, Microsoft Defender Threat Intelligence, Shodan, ThreatConnect, VirusTotalMistral SmallAnomali ThreatStream, Recorded Future Intelligence CloudAnomali ThreatStream, Hunt.ioChangedRecorded Future Intelligence CloudMISP, OpenCTIno first choiceagainst: Anomali ThreatStream, Recorded Future Intelligence Cloud, ThreatConnect
Two alternatives
CrowdStrike Falcon Intelligence, Cyble VisionTwo alternatives
MISP, Recorded Future Intelligence CloudFive alternatives
Anomali ThreatStream, Bitsight Cyber Risk Intelligence, Brandefense Digital Risk Protection Platform, Palo Alto Networks Cortex XSOAR, ThreatConnectTwo alternatives
GreyNoise, LevelBlue Open Threat ExchangeDeepSeek V4 FlashCyble Vision, SOCRadar Extended Threat Intelligenceagainst: Recorded Future Intelligence CloudRapid7 Threat CommandChangedagainst: Flashpoint Ignite, Recorded Future Intelligence CloudRecorded Future Intelligence CloudMISP, OpenCTIagainst: Flashpoint Ignite, Recorded Future Intelligence Cloudno first choiceagainst: Recorded Future Intelligence Cloudagainst: Anomali ThreatStream, Recorded Future Intelligence Cloud
One alternative
CrowdStrike Falcon IntelligenceSix alternatives
Anomali ThreatStream, CISA Known Exploited Vulnerabilities, CrowdStrike Falcon Intelligence, Spamhaus, ThreatConnect, abuse.ch feedsEight alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Google Threat Intelligence, Intel 471, MISP, OpenCTI, ThreatConnectTwo alternatives
AlienVault OTX, SOCRadar Extended Threat IntelligenceLlama 4 MaverickCyble Visionno first choiceChangedno first choiceOpenCTIagainst: Google Threat Intelligence, Recorded Future Intelligence Cloudno first choiceagainst: Anomali ThreatStream, Recorded Future Intelligence Cloud, ThreatConnect
Four alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, NordStellar, Recorded Future Intelligence CloudQwen 3.7 FlashRapid7 Threat Commandagainst: Mandiant Threat Intelligence, Recorded Future Intelligence CloudHunt.ioChangedagainst: AlienVault OTX, Recorded Future Intelligence Cloud, ThreatConnectThreatConnectMISPno first choiceagainst: Anomali ThreatStream, CrowdStrike Falcon Intelligence, Cyberthint, Google Threat Intelligence, IntelOwl, MISP, OpenCTI, Recorded Future Intelligence Cloud, Seceon aiSecure, ThreatConnect, Yeti
Three alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, ThreatConnectFive alternatives
CrowdStrike Falcon, Intezer, Mandiant Threat Intelligence, Mimecast, ProofpointFour alternatives
Anomali ThreatStream, MISP, OpenCTI, Recorded Future Intelligence CloudFive alternatives
AlienVault OTX, GreyNoise, InQuest, OpenCTI, VirusTotal communityKimi K2Anomali ThreatStreamAnomali ThreatStreamHeldRecorded Future Intelligence CloudMISP, OpenCTICrowdStrike Falcon Intelligence, Microsoft Defender Threat Intelligenceagainst: Huawei, Kaspersky
Four alternatives
CrowdStrike Falcon Intelligence, MISP, OpenCTI, ThreatConnectThree alternatives
CrowdStrike Falcon Intelligence, MISP, Recorded Future Intelligence CloudSeven alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Google Threat Intelligence, MISP, OpenCTI, Palo Alto Networks Cortex XSOAR, ThreatConnectFour alternatives
ESET Threat Intelligence, MITRE ATT&CK, VirusTotal, YetiGLM 4.7 FlashXRapid7 Threat Command, ThreatConnect TI OpsMISPChangedagainst: Recorded Future Intelligence CloudRecorded Future Intelligence CloudSOCRadar Extended Threat Intelligenceagainst: CrowdStrike Falcon, Recorded Future Intelligence Cloudno first choiceagainst: Kiteworks, MISP, Zeabur
Three alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, SOCRadar Extended Threat Intelligence PlatformFour alternatives
Abuse.ch, AlienVault OTX, CISA KEV, OpenCTINine alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Intel 471, MISP, Mandiant Threat Intelligence, OpenCTI, Palo Alto Networks Cortex XSOAR, ThreatConnectThree alternatives
Abuse.ch, MISP, OpenCTIMiniMax M2.5Anomali ThreatStreamMicrosoft Defender Threat IntelligenceChangedRecorded Future Intelligence CloudAlienVault OTX, OpenCTIMandiant Threat Intelligencenothing named
Four alternatives
CrowdStrike Falcon Intelligence, OpenCTI, Rapid7 Threat Command, ThreatConnect TI OpsFive alternatives
AT&T Alien Labs, Anomali ThreatStream, CrowdStrike Falcon Intelligence, MISP, Recorded Future Intelligence CloudEleven alternatives
Anomali ThreatStream, Bitsight, CrowdStrike, Cyware Intel Exchange, Flashpoint Ignite, Google Threat Intelligence, Intel 471, MISP, OpenCTI, Palo Alto Networks Cortex XSOAR, ThreatConnectTwo alternatives
SOCRadar Extended Threat Intelligence, VirusTotalFour alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, IBM X-Force Exchange, Recorded Future Intelligence CloudGPT-6 LunaRecorded Future Coreagainst: ThreatConnectRecorded Future CoreHeldGoogle Threat IntelligenceMISPagainst: LevelBlue's OTXno first choiceagainst: ThreatConnect, VirusTotal
Two alternatives
Anomali ThreatStream, Google Threat IntelligenceThree alternatives
CISA's Automated Indicator Sharing, MISP, Microsoft Defender XDRSeven alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, Flashpoint Ignite, Intel 471 Verity471, Microsoft Defender Threat Intelligence, Recorded Future Intelligence Cloud, ThreatConnectTwo alternatives
CISA's Automated Indicator Sharing, OpenCTIMuse Glimmer 30BNordStellar, Rapid7 Threat CommandNordStellarChangedRecorded Future Intelligence CloudMISPAnomali ThreatStream, Rapid7 Threat Commandagainst: Cyware Intel Exchange, Flashpoint Igniteagainst: Anomali ThreatStream, Constella Intelligence, Maltego, Mandiant Threat Intelligence, Recorded Future Intelligence Cloud, ShadowDragon, Skopenow, ThreatConnect, VirusTotal
Six alternatives
Anomali ThreatStream, CrowdStrike Falcon Intelligence, MISP, OpenCTI, Recorded Future Intelligence Cloud, ThreatConnectNine alternatives
Abuse.ch, AlienVault OTX, CISA KEV, Feedly Threat Intelligence, LevelBlue Open Threat Exchange, MISP, OpenCTI, Rapid7 Threat Command, Stellar Cyber’s Integrated TIPFour alternatives
Anomali ThreatStream, Flashpoint Ignite, OpenCTI, ThreatConnect Threat Intelligence PlatformFour alternatives
OpenCTI Community Edition, SOCRadar XTI, VirusTotal community, isMalicious Free TierBold 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 13:16 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:10 | yes | 4 | 5 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 18:25 | yes | 8 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:45 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:19 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:16 | yes | 23 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:11 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 5 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:20 | yes | 10 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:05 | yes | 25 | 56 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:40 | yes | 25 | 62 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:03 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:41 | yes | 13 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:32 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:13 | yes | 3 | 5 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 13:50 | no | 0 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:21 | yes | 9 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:24 | yes | 24 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:05 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:38 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 25 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:25 | no | 0 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:45 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:13 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:29 | yes | 7 | 8 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 08:39 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 18:01 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:36 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:44 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 23 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:43 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:05 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 10 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:03 | yes | 23 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:54 | yes | 10 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:59 | yes | 8 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:26 | yes | 15 | 17 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:31 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 5 | 4 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 13:18 | yes | 3 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:15 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:01 | yes | 5 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:04 | yes | 23 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:13 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:47 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:57 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:58 | yes | 24 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:42 | yes | 15 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 4 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:19 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:59 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:48 | no | 0 | 9 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 08:53 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:40 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:46 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:28 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:06 | yes | 19 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:43 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 20 | 45 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:16 | yes | 15 | 81 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:53 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:56 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:00 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 19 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | yes | 3 | 7 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 12:34 | yes | 10 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 5 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:24 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:16 | yes | 22 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:59 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | yes | 14 | 86 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:26 | yes | 25 | 81 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:07 | yes | 25 | 56 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | no | 0 | 10 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:57 | yes | 20 | 25 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 (Anomali ThreatStream) read as Anomali ThreatStream
Anomali (ThreatStream) read as Anomali ThreatStream
Anomali (part of ServiceNow) read as Anomali ThreatStream
Cortex XSOAR read as Palo Alto Networks Cortex XSOAR
CrowdStrike Falcon Adversary Intelligence read as CrowdStrike Falcon Intelligence
CrowdStrike Falcon Intel read as CrowdStrike Falcon Intelligence
CrowdStrike Falcon Intelligence / 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
Cyware (CTIX - Cyware Threat Intelligence eXchange) read as Cyware Intel Exchange
Feedly for Threat Intelligence (Free tier) read as Feedly Threat Intelligence
Flashpoint read as Flashpoint Ignite
Google Cloud Threat Intelligence (formerly Mandiant Threat Intelligence) read as Mandiant 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 (now Google Threat Intelligence) read as Mandiant Threat Intelligence
Mandiant (now part of Google Cloud) read as Mandiant Threat Intelligence
Mandiant Advantage read as Mandiant Threat Intelligence
Microsoft Defender TI read as Microsoft Defender Threat Intelligence
Microsoft Defender for Threat Intelligence 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
Rapid7 read as Rapid7 Threat Command
Recorded Future read as Recorded Future Intelligence Cloud
SOCRadar read as SOCRadar Extended Threat Intelligence
SentinelOne read as SentinelOne Singularity
ZeroFox read as ZeroFox Intelligence
Unresolved, counted raw
AT&T Alien Labs (OTX)
AT&T AlienVault OTX
BSI Lagebild
Bitsight CTI
Brandefense Digital Risk Protection Platform
Brandwatch ZeroFox
CERT-Bund
CIRCL
CISA Known Exploited Vulnerabilities (KEV)
Cyberthint
Feedly for Cybersecurity
FireEye (now Trellix) TI modules
InQuest
LevelBlue's OTX
Microsoft MDTI
Microsoft Sentinel with curated feeds
Palo Alto AutoFocus
Palo Alto Networks Cortex Threat Intelligence Management / Unit 42
Recorded Future Intelligence Platform
ReversingLabs
ReversingLabs Spectra Intelligence
SANS ISC
SOCRadar Extended Threat Intelligence Platform
SOCRadar Free Edition
Seceon aiSecure
Silk Cloud
Skopenow
Stellar Cyber Integrated TIP
Stellar Cyber’s Integrated TIP
ThreatConnect Threat Intelligence Platform
ThreatScan
VirusTotal Community API
Zeabur
isMalicious Free Tier
Discontinued, still offered
No shut-down product was recommended here.