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

Certificate lifecycle management for small business buyers

Asked as “certificate lifecycle management platform”, and as “SSL/TLS certificate management tool”, on behalf of a small B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
35%
Contested · ManageEngine Key Manager Plus 7%
35Sectigo Certificate Manager07ManageEngine Key Manager Plus06Cloudflare SSL/TLS52others

35% of first choices, contested.

Since October 2026▲+23Since October 2026: 12% → 35%, +23 points. Past the 11-point floor: movement.Sectigo Certificate Manager held the lead, +23 points on 12%, 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sectigo Certificate Manager35%8%62endorsed leader▲+23Since October 2026: 12% → 35%, +23 points. Past the 11-point floor: movement.12% → 35%
02ManageEngine Key Manager Plus7%0%12accepted challenger▲+2Since October 2026: 5% → 7%, +2 points. Inside the 11-point floor: within noise.5% → 7%
03ZeroSSL6%6%33accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
04Cloudflare SSL/TLS6%12%17accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 11-point floor: within noise.7% → 6%
05DigiCert CertCentral6%30%10criticized challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
06AWS Certificate Manager4%0%24accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
07Smallstep Certificate Manager4%0%20accepted challenger▼−1Since October 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise.5% → 4%
08Certbot4%8%24accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise.9% → 4%
09DigiCert ONE4%25%20criticized challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
10cert-manager2%0%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
11DigiCert Trust Lifecycle Manager2%50%24criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the eight products at 0%, ordered by negative rate
16CyberArk Certificate Manager0%100%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
19Venafi TLS Protect0%90%30criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
17Keyfactor Command0%82%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
18AppViewX CERT+0%79%28criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
15Keyfactor0%60%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14Let's Encrypt0%16%19accepted challenger▼−11Since October 2026: 11% → 0%, −11 points. Inside the 11-point floor: within noise.11% → 0%
12HashiCorp Vault0%0%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13Akeyless0%0%16accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
C04
05
A06
07
C08
09
10
11
12
13
14
15
16
17
18
V19
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Sectigo Certificate Manager35%
02ManageEngine Key Manager Plus7%
03ZeroSSL6%
04Cloudflare SSL/TLS6%
05DigiCert CertCentral6%
06AWS Certificate Manager4%
07Smallstep Certificate Manager4%
08Certbot4%
09DigiCert ONE4%
10cert-manager2%
11DigiCert Trust Lifecycle Manager2%
12HashiCorp Vault0%
13Akeyless0%
14Let's Encrypt0%
15Keyfactor0%
16CyberArk Certificate Manager0%
17Keyfactor Command0%
18AppViewX CERT+0%
19Venafi TLS Protect0%

What they warned about

Four 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, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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
90%
27 of 30 labels negative · 13 of 14 models · 14 hard negative
“Avoid for small teams: Venafi TLS Protect and DigiCert Trust Lifecycle Manager are rated top for completeness but notes for small teams are: "May be more than small teams need"” Muse Glimmer 30B, direct prompt
AppViewX CERT+
79%
22 of 28 labels negative · 11 of 14 models · 12 hard negative
“Enterprise-Grade CLM Platforms (Venafi, Keyfactor, AppViewX) ... make these a poor fit for resource-constrained teams.” Claude Haiku 4.5, negative prompt
Keyfactor Command
82%
18 of 22 labels negative · 10 of 14 models · 8 hard negative
“quotes can exceed $100k, with pricing that's sales-gated and not transparent ... too costly for small/medium businesses” Grok 4.20, negative prompt
CyberArk Certificate Manager
100%
14 of 14 labels negative · 8 of 14 models · 7 hard negative
“not a single "enterprise" suite like Venafi/CyberArk or DigiCert Trust Lifecycle Manager, which tend to be overkill on cost and setup for a small team” Muse Glimmer 30B, direct 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. 832 links across 158 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 · G252 answers · 88 citations · 14 models
vendor site · Akeyless46 answers · 47 citations · 12 models
vendor site · Sectigo34 answers · 85 citations · 11 models
vendor site · AppViewX31 answers · 37 citations · 12 models
25 answers · 28 citations · 9 models
publisher (Gane)23 answers · 23 citations · 8 models
vendor site · SourceForge21 answers · 27 citations · 10 models
vendor site · Infisical19 answers · 23 citations · 7 models
vendor site · QCecuring18 answers · 22 citations · 8 models
vendor site · DigiCert17 answers · 22 citations · 9 models
15 answers · 20 citations · 8 models
vendor site · Keytos15 answers · 15 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.

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 35%, Sectigo SCM Pro 4%
39%177880264,855$809343
DigiCert ONE digicert.com
DigiCert CertCentral 6%, DigiCert ONE 4%, DigiCert Trust Lifecycle Manager 2%
11%912602510,41954
ManageEngine parent site
ManageEngine Key Manager Plus 7%
7%238,100675
ZeroSSL zerossl.com6%441,600269,82021
Cloudflare parent site
Cloudflare SSL/TLS 6%
6%17550,00010,897
Let's Encrypt letsencrypt.org
Let's Encrypt + Certbot 6%, Let's Encrypt 0%
6%218,100719135,310
Smallstep step-ca smallstep.com
Smallstep Certificate Manager 4%, Smallstep step-ca 2%
6%344008,1396
AWS parent site
AWS Certificate Manager 4%
4%53368,000114,001
Certbot4%2,900342
GlobalSign Atlas globalsign.com4%540054,48219

Google's top ten for the three searches hold 21 sites; 6 of them are among the sites the models cited here (digicert.com, g2.com, qcecuring.com, reddit.com, sectigo.com, sourceforge.net). 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 small B2B company?”Paraphrase“Which SSL/TLS certificate management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top certificate lifecycle management platforms for a small team and how do they differ?”Budget-constrained“What is the best certificate lifecycle management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a certificate lifecycle management platform. What should we look at?”Negative“Which certificate lifecycle management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5GlobalSign Atlas
Two alternativesEntrust Certificate Hub, Sectigo Certificate Manager
GlobalSign Atlas, TrackSSLChanged
Three alternativesAWS Certificate Manager, Sucuri, ZeroSSL
against: DigiCert CertCentral
Sectigo Certificate Manager
Three alternativesEntrust Certificate Hub, TrackSSL, ZeroSSL
ManageEngine Key Manager Plus, Sectigo SCM Pro
Three alternativesAWS Certificate Manager, GlobalSign Atlas, Sectigo Certificate Manager
no first choiceagainst: AppViewX CERT+, Keyfactor, Remedy, ServiceNow, Venafi TLS Protect
GPT-5.4 miniSectigo Certificate Manager
Two alternativesGlobalSign LifeCycleX / TLS Connect, Keyfactor Command
against: DigiCert CertCentral / Trust Lifecycle Manager
DigiCert CertCentralChanged
Two alternativesCertbot, Sectigo Certificate Manager
DigiCert CertCentral, Sectigo Certificate Manager
Three alternativesAppViewX AVX ONE CLM, Keyfactor Command, SecureW2 JoinNow
against: Venafi TLS Protect
Smallstep Certificate Manager
One alternativeCertKit Community Edition
against: Venafi TLS Protect
no first choiceagainst: CyberArk Certificate Manager, DigiCert CertCentral, Keyfactor Command, Sectigo Certificate Manager
Gemini 3.5 FlashSectigo Certificate Manager
Seven alternativesAkeyless, Certbot, DigiCert Trust Lifecycle Manager, Infisical, Let's Encrypt, Smallstep Certificate Manager, cert-manager
against: Keyfactor Command, Venafi TLS Protect
AWS Certificate Manager, Cloudflare SSL/TLSChanged
Seven alternativesCaddy Web Server, Certbot, Certify The Web, DigiCert CertCentral, SSLMate, Sectigo Certificate Manager, TrackSSL
AWS Certificate Manager, Azure Key Vault
Five alternativesEZCA, HashiCorp Vault, Infisical, Smallstep Certificate Manager, cert-manager
against: AppViewX CERT+, Keyfactor Command, Venafi TLS Protect
Smallstep Certificate Manager
Nine alternativesAWS Certificate Manager, Azure Key Vault, CZERTAINLY, CertKit, Certbot, Certify The Web, OpenXPKI, Sectigo SCM Pro, acme.sh
against: AppViewX CERT+, Keyfactor, Venafi TLS Protect
no first choice
Seven alternativesAWS Certificate Manager, Cloudflare SSL/TLS, Keytos EZCA, ManageEngine Key Manager Plus, Sectigo Certificate Manager, Smallstep Certificate Manager, cert-manager
against: AppViewX CERT+, Venafi TLS Protect
against: AppViewX CERT+, Keyfactor, Microsoft Active Directory Certificate Services, Venafi TLS Protect
Perplexity SonarManageEngine Key Manager Plus
Five alternativesAWS Certificate Manager, Cloudflare SSL/TLS, Sectigo Certificate Manager, Smallstep Certificate Manager, cert-manager
against: CyberArk Certificate Manager, Keyfactor
Cloudflare SSL/TLSChanged
Two alternativesAWS Certificate Manager, SSL.com
against: Sectigo Certificate Manager
ManageEngine Key Manager Plus, Sectigo Certificate Manager, Smallstep Certificate Manager
Two alternativesDigiCert Trust Lifecycle Manager, cert-manager
against: AppViewX CERT+, Keyfactor Command
ManageEngine Key Manager Plus
Three alternativesSSL.com, Sectigo Certificate Manager, Smallstep Certificate Manager
against: AppViewX CERT+, CyberArk Certificate Manager, Keyfactor, Venafi TLS Protect
no first choiceagainst: AppViewX CERT+, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Entrust Certificate Manager, Keyfactor Command, Microsoft Active Directory Certificate Services, Sectigo Certificate Manager
Grok 4.20DigiCert ONE
Three alternativesHashiCorp Vault, Keyfactor Command, Sectigo Certificate Manager
against: CyberArk Certificate Manager, Venafi TLS Protect
Sectigo Certificate ManagerChanged
Three alternativesAWS Certificate Manager, Let's Encrypt with Certbot, ZeroSSL
against: AppViewX CERT+, DigiCert Trust Lifecycle Manager, Venafi TLS Protect
Smallstep Certificate Manager
Four alternativesDigiCert ONE, Google Cloud Certificate Authority Service, Sectigo Certificate Manager, ZeroSSL
against: AppViewX CERT+, CyberArk Certificate Manager, Keyfactor Command, Venafi TLS Protect
Certbot
Seven alternativesAWS Certificate Manager, Google Cloud Certificate Authority Service, HashiCorp Vault's PKI engine, ManageEngine Key Manager Plus, Smallstep Certificate Manager, ZeroSSL, cert-manager
against: DigiCert ONE, Keyfactor, Sectigo Certificate Manager, Venafi TLS Protect
no first choiceagainst: Venafi TLS Protectagainst: AppViewX CERT+, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Entrust Certificate Manager, Keyfactor Command, Sectigo Certificate Manager, Venafi TLS Protect
Mistral SmallSectigo Certificate Manager, ZeroSSL
Two alternativesDigiCert ONE, Let's Encrypt + Certbot
no first choiceChangedSectigo Certificate Manager, ZeroSSL
Two alternativesDigiCert ONE, Let's Encrypt
Let's Encrypt + Certbot, Sectigo Certificate Manager
Three alternativesEntrust Certificate Hub, ManageEngine Key Manager Plus, ZeroSSL
no first choiceagainst: Certbot, Keyfactor, Let's Encrypt, Venafi TLS Protect
DeepSeek V4 FlashSectigo Certificate Manager
Four alternativesAWS Certificate Manager, Cloudflare SSL/TLS, ManageEngine Key Manager Plus, ZeroSSL
Sectigo Certificate ManagerHeld
Two alternativesCloudflare SSL/TLS, SSL.com
against: AppViewX CERT+, DigiCert CertCentral, ZeroSSL
AppViewX CERT+, Infisical, Sectigo Certificate Manager
Two alternativesAWS Certificate Manager, ZeroSSL
against: DigiCert ONE, Keyfactor Command
Sectigo SCM Pro
Two alternativesCertbot + Let's Encrypt, Keyfactor EJBCA Community
against: AppViewX CERT+, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Keyfactor Command
Certbot, cert-manager
Seven alternativesAkeyless, Caddy, Certificate Expiry Monitor, HashiCorp Vault, Keyfactor, SSL Certificate Monitor, Sectigo SCM Pro
against: AppViewX CERT+, DigiCert Trust Lifecycle Manager, Venafi/CyberArk
against: AppViewX CERT+, Keyfactor Command, Venafi TLS Protect
Llama 4 MaverickSectigo Certificate Manager
Four alternativesCertbot, DigiCert ONE, Entrust Certificate Hub, Let's Encrypt
Sectigo Certificate ManagerHeld
Twelve alternativesAWS Certificate Manager, Akeyless, Certbot, Cloudflare Application Security and Performance, DigiCert ONE, HashiCorp Vault, Keyfactor, Let's Encrypt, SSL Manager, SSL.com, Venafi TLS Protect, ZeroSSL
no first choiceSectigo Certificate Manager
Four alternativesCertbot, Let's Encrypt, SSL.com, ZeroSSL
no first choiceagainst: AppViewX CERT+, DigiCert Trust Lifecycle Manager, Keyfactor Command, Venafi TLS Protect
Qwen 3.7 FlashDigiCert ONE
Three alternativesHashiCorp Vault, Sectigo Certificate Manager, ZeroSSL
against: AppViewX CERT+, Keyfactor Command, Venafi TLS Protect
DigiCert Trust Lifecycle ManagerChanged
Two alternativesSSL.com, Sectigo Certificate Manager
Sectigo Certificate Manager
Four alternativesAkeyless, DigiCert ONE, HashiCorp Vault, ZeroSSL
against: Keyfactor, Venafi TLS Protect
Sectigo Certificate Manager, ZeroSSL
One alternativeLet's Encrypt + Certbot
against: DigiCert Trust Lifecycle Manager, Venafi TLS Protect
no first choiceagainst: AppViewX CERT+, EJBCA, Venafi Trust Protection Platform
Kimi K2Sectigo Certificate Manager
Four alternativesCloudflare Application Security, Let's Encrypt + Certbot, SSL.com, ZeroSSL
against: AppViewX CERT+, DigiCert ONE, Keyfactor Command, Venafi/CyberArk
Sectigo Certificate ManagerHeld
One alternativeCloudflare SSL/TLS
against: DigiCert ONE, Let's Encrypt + Certbot
Sectigo Certificate Manager
Four alternativesAWS Certificate Manager, DigiCert Trust Lifecycle Manager, SCEPman, ZeroSSL
Let's Encrypt + Certbot
One alternativeManageEngine Key Manager Plus
Sectigo Certificate Manager
Two alternativesDigiCert Trust Lifecycle Manager, Smallstep Certificate Manager
against: Cloudflare SSL/TLS, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Entrust Certificate Manager, Keyfactor Command, Sectigo SCM Pro, Venafi TLS Protect
GLM 4.7 FlashXSectigo Certificate Manager
Two alternativesLet's Encrypt + Certbot, Microsoft Cloud PKI
against: DigiCert ONE
DigiCert CertCentralChanged
Two alternativesCloudflare SSL/TLS, Sectigo Certificate Manager
against: Certbot, Let's Encrypt
Smallstep Certificate Manager
Three alternativesEntrust Certificate Hub, Monofor / Monopam Certificate Manager, TigerTrust Certificate Management
against: Cloudflare SSL/TLS, DigiCert ONE / Trust Lifecycle Manager, Google Cloud CA, Keyfactor Command, ZeroSSL
ManageEngine Key Manager Plus
Three alternativesCloudflare SSL/TLS, HashiCorp Vault, cert‑manager
no first choice
Six alternativesAWS Certificate Manager, Akeyless, DigiCert ONE, HashiCorp Vault, Sectigo Certificate Manager, ZeroSSL
against: AppViewX CERT+, Cloudflare Application Security, Keyfactor Command
against: Keyfactor Command, On-Premises Internal CA Solutions, Venafi TLS Protect
MiniMax M2.5Sectigo Certificate Manager
Four alternativesDigiCert ONE, Keyfactor Command, Microsoft Cloud PKI, ZeroSSL
Comodo SSL Store, Sectigo Certificate ManagerChangedagainst: Let's EncryptSectigo Certificate Manager
Five alternativesCertware, DigiCert Trust Lifecycle Manager, EZCA, Microsoft Cloud PKI, ZeroSSL
Let's Encrypt + Certbot, ZeroSSL
Two alternativesGlobalSign Atlas, Sectigo Certificate Manager
DigiCert CertCentral
Three alternativesAppViewX CERT+, Keyfactor, Smallstep Certificate Manager
against: Microsoft Intune, SCCM
against: CyberArk Certificate Manager, Keyfactor, Venafi TLS Protect
GPT-6 LunaAWS Certificate Manager
Two alternativesCloudflare SSL/TLS, DigiCert Trust Lifecycle Manager
Cloudflare SSL/TLSChanged
Two alternativesAWS Certificate Manager, Certbot with Let's Encrypt
Sectigo Certificate Manager
Four alternativesAWS Certificate Manager, ManageEngine Key Manager Plus, Smallstep Certificate Manager, cert-manager
against: CertCentral, DigiCert Trust Lifecycle Manager
ManageEngine Key Manager Plus Standardagainst: DigiCert Trust Lifecycle Managerno first choiceagainst: AppViewX CERT+, CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Keyfactor Command, TrackSSL
Muse Glimmer 30BSectigo Certificate Manager
Seven alternativesAWS Certificate Manager, Certbot, Cloudflare Application Security and Performance, Google Cloud Certificate Authority Service, Let's Encrypt, Microsoft Cloud PKI, ZeroSSL
against: CyberArk Certificate Manager, DigiCert Trust Lifecycle Manager, Keyfactor, Venafi TLS Protect
Sectigo Certificate ManagerHeld
Three alternativesCertbot, Let's Encrypt, ZeroSSL
TrackSSL, ZeroSSL
Two alternativesManageEngine Key Manager Plus, Sectigo Certificate Manager
Certbot + Let's Encrypt, Smallstep step-ca
Four alternativesCertimate, ManageEngine Key Manager, cert-manager, certctl
no first choiceagainst: CyberArk Certificate Manager, Keyfactor, Venafi TLS Protectagainst: AppViewX CERT+, CyberArk Certificate Manager, Keyfactor, Venafi TLS Protect
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 09:19yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:49yes56 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 13:59yes1223 s
Direct recommendationPerplexity Sonarsonar2026-11-01 09:17yes103 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:32yes514 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 18:24yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:12yes2438 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:46yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:18yes839 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:43yes2230 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 17:58yes2232 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:49yes520 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 11:53yes412 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:41yes1520 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:00yes97 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:13yes26 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:42no015 s
ParaphrasePerplexity Sonarsonar2026-11-01 11:44yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:58yes57 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 09:08no01 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:41yes2426 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:38yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:58no028 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:11yes19100 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:53yes1045 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 08:48yes532 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 09:19yes412 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:23yes1523 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:00yes108 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:28yes48 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:44yes524 s
ComparativePerplexity Sonarsonar2026-11-01 11:49yes105 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:47yes2021 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 15:57yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:25yes2433 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 13:53yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:02yes532 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 16:02yes1439 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:54yes2453 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:26yes1039 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 12:14yes723 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:26yes2240 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:13yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:53yes34 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:51yes1223 s
Budget constrainedPerplexity Sonarsonar2026-11-01 15:42yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:35yes1013 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 14:04yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:38yes2227 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:04yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:11yes530 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:07yes1542 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:56yes2537 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:52yes534 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 11:14yes212 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 19:33yes1523 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 16:59no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 08:57no05 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:47no015 s
Scale constrainedPerplexity Sonarsonar2026-11-01 15:45yes106 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:42yes1514 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 08:35no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:25yes2147 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:33yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:08no028 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:44yes2028 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:35yes1541 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:17no032 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 11:01yes316 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 17:46yes1319 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:48yes187 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:26yes45 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 19:31no016 s
Negative framingPerplexity Sonarsonar2026-11-01 16:47yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:57yes1314 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 09:23yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:32yes2227 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 08:58yes53 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:25yes1042 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:24yes2429 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:08yes2383 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 08:59yes1032 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 09:34yes426 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:23yes1527 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 (CERT+ / AVX ONE CLM) read as AppViewX CERT+
AppViewX (CERT+) read as AppViewX CERT+
Cloudflare read as Cloudflare SSL/TLS
Cloudflare (for SSL/TLS certificates) read as Cloudflare SSL/TLS
Cloudflare Universal SSL read as Cloudflare SSL/TLS
CyberArk read as CyberArk Certificate Manager
DigiCert read as DigiCert Trust Lifecycle Manager
DigiCert (Trust Lifecycle Manager) read as DigiCert Trust Lifecycle Manager
DigiCert (specifically "OneConnect") read as DigiCert Trust Lifecycle Manager
DigiCert TLM read as DigiCert Trust Lifecycle Manager
Entrust read as Entrust Certificate Manager
Google Cloud Certificate Authority read as Google Cloud Certificate Authority Service
Keytos (EZCMS) read as Keytos EZCA
Sectigo read as Sectigo Certificate Manager
Sectigo (SCM Pro) read as Sectigo Certificate Manager
Sectigo (formerly Comodo) read as Sectigo Certificate Manager
Smallstep read as Smallstep Certificate Manager
Smallstep (Certificate Manager / step-ca) read as Smallstep Certificate Manager
Smallstep (`step-ca`) read as Smallstep Certificate Manager
Smallstep (step-ca) read as Smallstep Certificate Manager
Venafi read as Venafi TLS Protect
Venafi (CyberArk) read as Venafi TLS Protect
Venafi (by CyberArk) read as Venafi TLS Protect
Venafi (now CyberArk Certificate Manager / part of Palo Alto Networks) read as Venafi TLS Protect
Venafi (now part of CyberArk) read as Venafi TLS Protect
Venafi (now under CyberArk) read as Venafi TLS Protect
Unresolved, counted raw
CZERTAINLY
CertKit Community Edition
CertLocker / CertKit
Certbot with Let's Encrypt
Certificate Expiry Monitor
Certimate
Certware
Comodo SSL Manager
Comodo SSL Store
DigiCert's Certificate Hub
EJBCA Community
GlobalSign LifeCycleX / TLS Connect
GoDaddy SSL Certificates
Google CAS
HashiCorp Vault's PKI engine
Keyfactor EJBCA Community
Let's Encrypt plus Certbot
ManageEngine Key Manager
ManageEngine Key Manager Plus Standard
ManageEngine KeyManager Plus
Microsoft PKI Services
MixCertificate
Monofor / Monopam Certificate Manager
On-Premises Internal CA Solutions
OpenXPKI
Palo Alto NGTS
QCecuring CLM
SCEPman
SSL Certificate Monitor
SSL Manager
Thawte
TigerTrust Certificate Management
certctl
cert‑manager
eMudhra CertiNext
Discontinued, still offered
No shut-down product was recommended here.
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