November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT › Identity and access › Certificate management · November 2026 Edition

Certificate lifecycle management

Asked as “certificate lifecycle management platform”, and as “SSL/TLS certificate management tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
43Sectigo Certificate Manager10AppViewX CERT+10Keyfactor Command37others

43% of first choices, clear leader.

Since October 2026▲+16Since October 2026: 27% → 43%, +16 points. Past the 11-point floor: movement.Sectigo Certificate Manager held the lead, +16 points on 27%, 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sectigo Certificate Manager43%11%64endorsed leader▲+16Since October 2026: 27% → 43%, +16 points. Past the 11-point floor: movement.27% → 43%
02Keyfactor Command10%17%41accepted challenger▼−3Since October 2026: 13% → 10%, −3 points. Inside the 11-point floor: within noise.13% → 10%
03AppViewX CERT+10%24%42accepted challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise.6% → 10%
04ManageEngine Key Manager Plus10%0%11accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise.0% → 10%
05cert-manager4%19%16accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
06DigiCert Trust Lifecycle Manager2%24%33accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
07AWS Certificate Manager2%25%24criticized challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 11-point floor: within noise.6% → 2%
08Keyfactor2%35%26criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the seven products at 0%, ordered by negative rate
15Venafi TLS Protect0%56%43criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
13CyberArk Certificate Manager0%50%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14Entrust Certificate Manager0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11HashiCorp Vault0%22%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
12Smallstep Certificate Manager0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09DigiCert ONE0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10Akeyless0%7%15accepted 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.
All twenty-eight head-to-head pages: the top eight 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
A07
08
09
10
11
12
13
14
V15
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Sectigo Certificate Manager43%
02Keyfactor Command10%
03AppViewX CERT+10%
04ManageEngine Key Manager Plus10%
05cert-manager4%
06DigiCert Trust Lifecycle Manager2%
07AWS Certificate Manager2%
08Keyfactor2%
09DigiCert ONE0%
10Akeyless0%
11HashiCorp Vault0%
12Smallstep Certificate Manager0%
13CyberArk Certificate Manager0%
14Entrust Certificate Manager0%
15Venafi TLS Protect0%

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, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Venafi TLS Protect
56%
24 of 43 labels negative · 10 of 14 models · 7 hard negative
“What to Avoid - Venafi: While a market leader, it typically costs $100K+ annually—overkill for most mid-market companies” MiniMax M2.5, direct prompt
AppViewX CERT+
24%
10 of 42 labels negative · 7 of 14 models · 3 hard negative
“Avoid for tight budgets: Full suites like AppViewX, Sectigo Certificate Manager, or DigiCert ONE” Grok 4.20, budget prompt
DigiCert Trust Lifecycle Manager
24%
8 of 33 labels negative · 7 of 14 models · 3 hard negative
“Avoid for tight budgets: Full suites like AppViewX, Sectigo Certificate Manager, or DigiCert ONE” Grok 4.20, budget prompt
Keyfactor
35%
9 of 26 labels negative · 7 of 14 models · 2 hard negative
“Avoid: Traditional enterprise CLM platforms (Venafi, Keyfactor Command, CyberArk)” Kimi K2, budget prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

74 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. 831 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page. 40 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 · AppViewX46 answers · 60 citations · 14 models
vendor site · Akeyless44 answers · 45 citations · 12 models
vendor site · Sectigo39 answers · 107 citations · 12 models
vendor site · G236 answers · 66 citations · 12 models
vendor site · Infisical21 answers · 21 citations · 8 models
vendor site · SourceForge18 answers · 25 citations · 10 models
vendor site · Keytos18 answers · 22 citations · 10 models
vendor site · DigiCert15 answers · 24 citations · 6 models
14 answers · 21 citations · 9 models
publisher (Gane)14 answers · 18 citations · 7 models
14 answers · 14 citations · 8 models
vendor site · QCecuring12 answers · 14 citations · 7 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

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 certificate lifecycle management platform”, “certificate lifecycle management platform”, “certificate lifecycle management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Sectigo SCM Pro sectigo.com
Sectigo Certificate Manager 43%, Sectigo SCM Pro 2%
45%177880264,855$809343
Keyfactor keyfactor.com
Keyfactor Command 10%, Keyfactor 2%
12%1112,4008536,295365
AppViewX CERT+ appviewx.com10%123020,98026
ManageEngine parent site
ManageEngine Key Manager Plus 10%
10%238,100675
CertKit certkit.io6%169002,5681
cert-manager cert-manager.io4%321,6002904,788
DigiCert ONE digicert.com
DigiCert Trust Lifecycle Manager 2%, DigiCert ONE 0%, DigiCert CertCentral 0%
2%912602510,41954
AWS parent site
AWS Certificate Manager 2%
2%53368,000114,001
Certbot2%2,900342
Let's Encrypt letsencrypt.org2%218,100719135,310

Google's top ten for the three searches hold 21 sites; 7 of them are among the sites the models cited here (digicert.com, g2.com, qcecuring.com, reddit.com, sectigo.com, sourceforge.net, thectoclub.com). The first result for “best certificate lifecycle management 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 certificate lifecycle management platform for a mid-market B2B company?”Paraphrase“Which SSL/TLS certificate management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top certificate lifecycle management platforms and how do they differ?”Budget-constrained“What is the best certificate lifecycle management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a certificate lifecycle management platform. What should we look at?”Negative“Which certificate lifecycle management platforms should I avoid or be cautious about?”
Claude Haiku 4.5Keyfactor Command
Two alternativesManageEngine Key Manager Plus, Sectigo Certificate Manager
Let's EncryptChanged
Four alternativesCaddy, HashiCorp Vault, Venafi TLS Protect, cert-manager
no first choiceSectigo Certificate Manager
Two alternativesManageEngine Key Manager Plus, SSL.com
no first choiceagainst: DigiCert Trust Lifecycle Manager, Sectigo Certificate Manager, Venafi TLS Protect, cert-manager
GPT-5.4 miniKeyfactor Command, Sectigo Certificate Manager
One alternativeDigiCert CertCentral
Sectigo Certificate ManagerChanged
Three alternativesDigiCert CertCentral / Trust Lifecycle Manager, Keyfactor, Venafi TLS Protect
Venafi Trust Protection Platform
Three alternativesAppViewX AVX ONE CLM, DigiCert Trust Lifecycle Manager, Keyfactor Command
CertKit
One alternativeDigiCert Trust Lifecycle Manager
against: Keyfactor
no first choiceagainst: AppViewX AVX ONE CLM, DigiCert Trust Lifecycle Manager
Gemini 3.5 FlashSectigo Certificate Manager
Four alternativesAppViewX CERT+, DigiCert Trust Lifecycle Manager, Keyfactor Command, Keytos EZCA
against: CyberArk Certificate Manager
AppViewX CERT+, Keyfactor CommandChanged
Six alternativesAWS Certificate Manager, Azure Key Vault, HashiCorp Vault, Sectigo Certificate Manager, Smallstep Platform, cert-manager
CyberArk Certificate Manager
Seven alternativesAkeyless, AppViewX CERT+, DigiCert Trust Lifecycle Manager, HashiCorp Vault, Keyfactor, Sectigo Certificate Manager, Smallstep Certificate Manager
AWS Certificate Manager, Azure Key Vault
Five alternativesCertKit, Google Cloud Certificate Manager, HashiCorp Vault, Smallstep Certificate Manager, cert-manager
against: DigiCert Trust Lifecycle Manager, Keyfactor, Venafi TLS Protect
Keyfactor
Five alternativesAppViewX CERT+, DigiCert Trust Lifecycle Manager, Ezium, Sectigo Certificate Manager, Smallstep Certificate Manager
against: AWS Certificate Manager, AppViewX CERT+, DigiCert Trust Lifecycle Manager, HashiCorp Vault, Keyfactor, Sectigo Certificate Manager, Smallstep Certificate Manager, Venafi TLS Protect
Perplexity SonarSectigo Certificate Manager
Six alternativesAWS Certificate Manager, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Keyfactor Command, Venafi TLS Protect, cert-manager
Sectigo Certificate ManagerHeld
Three alternativesAWS Certificate Manager, DigiCert Trust Lifecycle Manager, ManageEngine Key Manager Plus
against: Keyfactor Command
CyberArk Certificate Manager, Keyfactor Command
Five alternativesAppViewX CERT+, DigiCert Trust Lifecycle Manager, HashiCorp Vault PKI, Sectigo Certificate Manager, cert-manager
ManageEngine Key Manager Plus
Four alternativesLet's Encrypt with Certbot, Sectigo Certificate Manager, Smallstep Certificate Manager, cert-manager
against: AppViewX CERT+, CyberArk Certificate Manager, Keyfactor
no first choiceagainst: AppViewX CERT+, DigiCert Trust Lifecycle Manager, EJBCA, HashiCorp Vault, Keyfactor, Sectigo Certificate Manager, Smallstep Certificate Manager, cert-manager
Grok 4.20Sectigo Certificate Manager
Two alternativesAppViewX CERT+, Keyfactor
against: AWS Certificate Manager, Akeyless, Azure Key Vault, HashiCorp Vault, Venafi TLS Protect
Keyfactor Command, Sectigo Certificate ManagerChanged
Two alternativesAppViewX CERT+, DigiCert ONE
against: AWS Certificate Manager, Venafi TLS Protect
Keyfactor, Venafi TLS Protect
Two alternativesDigiCert ONE, Sectigo Certificate Manager
against: AWS Certificate Manager, Azure Key Vault, Google Cloud Certificate Authority Service, HashiCorp Vault
Certbot + Let's Encrypt
Eleven alternativesAWS Certificate Manager, CertHat Essentials, CertMate, EZCA, Google Cloud Certificate Authority Service, Infisical, SSL.com, Smallstep Certificates, ZeroSSL, acme.sh, win-acme
against: AppViewX CERT+, DigiCert Trust Lifecycle Manager, Dogtag PKI, Keyfactor, Sectigo Certificate Manager, Venafi TLS Protect
AppViewX CERT+
Three alternativesDigiCert ONE, Keyfactor Command, Sectigo Certificate Manager
against: AWS Certificate Manager, Cloudflare SSL/TLS, Google CA, Venafi TLS Protect
against: AppViewX CERT+, Cloudflare Application Security tools, DigiCert ONE, Entrust Certificate Manager, Keyfactor Command, Microsoft CA, Sectigo Certificate Manager, Venafi TLS Protect
Mistral SmallAppViewX CERT+, Sectigo Certificate Manager
Two alternativesDigiCert CertCentral, Microsoft Cloud PKI
Sectigo Certificate ManagerChanged
One alternativeKeyfactor Command
against: AppViewX CERT+
Sectigo Certificate Manager
Five alternativesAWS Certificate Manager, DigiCert ONE, Entrust Certificate Hub, Keyfactor Command, Venafi TLS Protect
Sectigo Certificate Manager
Two alternativesCertbot, ZeroSSL
no first choiceagainst: AppViewX CERT+, Keyfactor Command, Venafi TLS Protect
DeepSeek V4 FlashSectigo Certificate Manager
Three alternativesAWS Certificate Manager, AppViewX CERT+, Keyfactor Command
Sectigo Certificate ManagerHeld
Two alternativesDigiCert CertCentral, GlobalSign TLS Connect
against: Keyfactor Command, Venafi TLS Protect
Keyfactor Command, Venafi TLS Protect
Five alternativesAWS Certificate Manager, AppViewX CERT+, DigiCert ONE, HashiCorp Vault PKI, Sectigo Certificate Manager
Sectigo Certificate Manager
Five alternativesHashiCorp Vault, Infisical, Keytos EZCA, TrackSSL, ZeroSSL
against: AppViewX CERT+, DigiCert ONE, Keyfactor Command, Venafi TLS Protect
Keyfactor Command
Four alternativesAkeyless, DigiCert CertCentral, HashiCorp Vault, Sectigo Certificate Manager
against: CyberArk Certificate Manager, Venafi TLS Protect
against: DigiCert Trust Lifecycle Manager, Sectigo Certificate Manager, Venafi TLS Protect
Llama 4 MaverickSectigo Certificate Manager
Three alternativesAkeyless, AppViewX CERT+, Keyfactor Command
no first choiceChangedno first choiceCertbot, Sectigo SCM Pro
Four alternativesAppViewX CERT+, Keyfactor, QCecuring, Venafi TLS Protect
no first choiceagainst: AppViewX CERT+, Keyfactor, Venafi TLS Protect
Qwen 3.7 FlashSectigo Certificate Manager
Three alternativesAWS Certificate Manager, AppViewX CERT+, DigiCert ONE
against: Venafi TLS Protect
ManageEngine PKIManagerChanged
Four alternativesGlobalSign Certificate Manager, HashiCorp Vault, Let's Encrypt + Certbot, Sectigo Secure Site Manager
against: Venafi TLS Protect
Venafi TLS Protect
Five alternativesAppViewX CERT+, DigiCert ONE, Keyfactor Command, ManageEngine Key Manager Plus, Sectigo Certificate Manager
ManageEngine Key Manager Plus
Five alternativesAWS Certificate Manager, Azure Key Vault, Sectigo Certificate Manager, Smallstep Certificate Manager, ZeroSSL
no first choiceagainst: DigiCert ONE, Entrust Certificate Manager, Keyfactor Command, Let's Encrypt, Sectigo Certificate Manager, Venafi TLS Protect
Kimi K2Sectigo Certificate Manager
Three alternativesAppViewX AVX ONE CLM, DigiCert Trust Lifecycle Manager, Keyfactor Command
Sectigo Certificate ManagerHeld
Two alternativesDigiCert CertCentral, Keyfactor Command
against: AppViewX CERT+, HashiCorp Vault, Venafi TLS Protect
CyberArk Certificate Manager
Five alternativesAppViewX CERT+, DigiCert Trust Lifecycle Manager, Keyfactor Command, Sectigo Certificate Manager, Smallstep Certificate Manager
CertKit, cert-manager
One alternativeLet's Encrypt + ACME Clients
against: CyberArk Certificate Manager, Keyfactor, Venafi TLS Protect
no first choice
Three alternativesDigiCert ONE, Keyfactor Command, Sectigo Certificate Manager
against: Venafi/CyberArk
against: Cloudflare Certificate Management, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Venafi TLS Protect, eMudhra
GLM 4.7 FlashXAppViewX CERT+
Three alternativesDigiCert ONE, Keyfactor Command, Sectigo Certificate Manager
Sectigo Certificate ManagerChanged
Six alternativesAWS Certificate Manager, Akeyless, Cloudflare Application Security, DigiCert ONE / Trust Lifecycle Manager, HashiCorp Vault, Let's Encrypt
Keyfactor Command, Venafi TLS Protect
Four alternativesDigiCert ONE, Entrust Certificate Hub, HashiCorp Vault, Sectigo Certificate Manager
ManageEngine Key Manager Plus
Four alternativesCertMate, Microsoft Cloud PKI, Sectigo Certificate Manager, certimate-go
no first choiceagainst: Google Cloud Certificate Manager, Keyfactor Command, RSA Certificate Manager, Tanium Certificate Manager, cert-manager
MiniMax M2.5Sectigo Certificate Manager
Two alternativesDigiCert ONE, Keyfactor Command
against: AWS Certificate Manager, Azure Key Vault, Venafi TLS Protect
AppViewX CERT+Changed
Two alternativesKeyfactor Command, Sectigo Certificate Manager
against: Venafi TLS Protect
AppViewX CERT+
Four alternativesDigiCert ONE, Keyfactor Command, Palo Alto Networks, Sectigo Certificate Manager
CertKit
Two alternativesLet's Encrypt + Certbot, TrackSSL
against: CyberArk Certificate Manager, Keyfactor, Venafi TLS Protect
no first choice
Four alternativesAppViewX CERT+, DigiCert Trust Lifecycle Manager, Sectigo Certificate Manager, Venafi TLS Protect
nothing named
GPT-6 LunaSectigo Certificate Manager
Two alternativesDigiCert Trust Lifecycle Manager, Keyfactor Command
DigiCert Trust Lifecycle ManagerChanged
One alternativeSectigo Certificate Manager
no first choiceManageEngine Key Manager Plus
Two alternativesAWS Certificate Manager, cert-manager
no first choice
Five alternativesAppViewX CERT+, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Keyfactor, Venafi TLS Protect
against: Azure Key Vault, CyberArk Certificate Manager, DigiCert CertCentral Discovery and Managed Automation, Palo Alto Networks Next-Generation Trust Security, Venafi TLS Protect
Muse Glimmer 30BSectigo Certificate Manager
One alternativeKeyfactor Command
ManageEngine Key Manager PlusChanged
Seven alternativesAppViewX CERT+, CertPulse, HashiCorp Vault, Keyfactor, SSLMate, Sectigo Certificate Manager, cert-manager
CyberArk Certificate Manager, Venafi/CyberArk
Five alternativesAkeyless, AppViewX CERT+, DigiCert Trust Lifecycle Manager, Keyfactor Command, Sectigo Certificate Manager
cert-manager
Five alternativesCertKit, Certbot, HashiCorp Vault PKI, Infisical, Smallstep step-ca
no first choiceagainst: Entrust Certificate Manager, Microsoft Active Directory Certificate Services, AD CS
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 18:51yes108 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:12yes25 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:00yes926 s
Direct recommendationPerplexity Sonarsonar2026-11-01 14:18yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:29yes1316 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 14:20yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 19:05yes2323 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 18:36yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:53yes939 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:43yes1739 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:41yes2448 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:31yes1063 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 08:45yes312 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 19:02yes1827 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:47no07 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 13:02yes35 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:28no020 s
ParaphrasePerplexity Sonarsonar2026-11-01 10:26yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:56yes59 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 18:19yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:16yes2323 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:19yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 18:00no033 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:58yes2433 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:01yes1035 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:06yes517 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 17:28yes29 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:08yes1218 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:37yes169 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 19:30yes823 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:53yes928 s
ComparativePerplexity Sonarsonar2026-11-01 15:56yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:08yes1018 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 14:11yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:34yes2139 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 08:57yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:45yes1024 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:07yes2337 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:08yes2358 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:39yes1048 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 16:31yes624 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:05yes1325 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:31yes107 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 13:06yes46 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:40yes1021 s
Budget constrainedPerplexity Sonarsonar2026-11-01 16:28yes104 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:46yes1014 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 13:56yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:34yes2420 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:34yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 13:38yes519 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:37yes1928 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:41yes1549 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 17:05yes929 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 11:04yes311 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:54yes1319 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:46no08 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:41no09 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:40no015 s
Scale constrainedPerplexity Sonarsonar2026-11-01 14:18yes108 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:43yes1018 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 12:44no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:20yes1932 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:36yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:33no026 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 18:10yes1021 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:15yes1950 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:46yes1554 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 14:10yes523 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 08:55yes1319 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:32yes107 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:45yes56 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:13no017 s
Negative framingPerplexity Sonarsonar2026-11-01 09:46yes104 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:35yes1214 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 16:21yes56 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 19:15yes2056 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 15:42yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 15:12yes1044 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:30yes2525 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 15:49yes2529 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 13:38no013 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 17:34yes319 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:39yes2228 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
AWS ACM read as AWS Certificate Manager
AppViewX read as AppViewX CERT+
AppViewX (AVX ONE CLM) read as AppViewX CERT+
AppViewX (AVX ONE) read as AppViewX CERT+
AppViewX (CERT+ / AVX ONE) read as AppViewX CERT+
AppViewX (CERT+) read as AppViewX CERT+
AppViewX CERT+ / AVX ONE read as AppViewX CERT+
AppViewX CLM read as AppViewX AVX ONE CLM
Cloudflare read as Cloudflare SSL/TLS
CyberArk read as CyberArk Certificate Manager
CyberArk (Venafi) read as CyberArk Certificate Manager
CyberArk (formerly Venafi) read as CyberArk Certificate Manager
DigiCert read as DigiCert Trust Lifecycle Manager
DigiCert (DigiCert Trust Lifecycle Manager) read as DigiCert Trust Lifecycle Manager
DigiCert Trust Lifecycle Manager / CertCentral read as DigiCert Trust Lifecycle Manager
Entrust read as Entrust Certificate Manager
GlobalSign read as GlobalSign Certificate Lifecycle Management
Google Cloud Certificate Authority read as Google Cloud Certificate Authority Service
Keytos (EZCA) read as Keytos EZCA
Palo Alto Networks Next-Gen Trust Security read as Palo Alto Networks Next-Generation Trust Security
Sectigo read as Sectigo Certificate Manager
Sectigo (Sectigo Certificate Manager - SCM) read as Sectigo Certificate Manager
Smallstep read as Smallstep Certificate Manager
Smallstep (`step-ca`) read as Smallstep Certificate Manager
Venafi read as Venafi TLS Protect
Venafi (CyberArk Certificate Manager) read as Venafi TLS Protect
Venafi (CyberArk) read as Venafi TLS Protect
Venafi (Now CyberArk Certificate Manager / Palo Alto Networks) read as Venafi TLS Protect
Venafi (Now CyberArk) read as Venafi TLS Protect
Venafi (now CyberArk Certificate Manager) read as Venafi TLS Protect
Venafi (now part of CyberArk) read as Venafi TLS Protect
Venafi (now part of Palo Alto Networks) read as Venafi TLS Protect
Venafi (now under CyberArk) read as Venafi TLS Protect
Unresolved, counted raw
AppViewX AVX Platform
CertManager
Cloudflare Application Security tools
Cloudflare Certificate Management
Comodo/SSL.com
Ezium
Keyfactor EJBCA\u00ae
ManageEngine PKIManager
Microsoft Active Directory Certificate Services, AD CS
Microsoft CA
Palo Alto Networks Next-Generation Trust Security (NGTS), formerly Venafi
RSA Certificate Manager (Legacy Versions)
Sectigo Secure Site Manager
Smallstep Certificates
Smallstep Platform
Tanium Certificate Manager
TigerTrust
blackbox_exporter
certimate-go
eMudhra
win-acme
xca
Discontinued, still offered
No shut-down product was recommended here.
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