Email signature management
Asked as “email signature management tool”, and as “centralized company email signature software”, 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 October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
33%
Contested · WiseStamp 24%
33Exclaimer24WiseStamp14Signitic29others
33% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
04
CodeTwo Email Signatures 3658%15%54accepted challengernewNew since September 2026: not ranked then, 8% now.
CodeTwo Email Signatures 3658%15%54accepted challengernewNew since September 2026: not ranked then, 8% now.The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Exclaimer vs SyncSignatureExclaimer vs NewoldstampExclaimer vs MySignatureWiseStamp vs SigniticWiseStamp vs CodeTwo Email Signatures 365WiseStamp vs SyncSignatureWiseStamp vs NewoldstampWiseStamp vs MySignatureSignitic vs CodeTwo Email Signatures 365Signitic vs SyncSignatureSignitic vs NewoldstampSignitic vs MySignatureCodeTwo Email Signatures 365 vs SyncSignatureCodeTwo Email Signatures 365 vs NewoldstampCodeTwo Email Signatures 365 vs MySignatureSyncSignature vs NewoldstampSyncSignature vs MySignatureNewoldstamp vs MySignature
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
0304
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Exclaimer33%
Exclaimer33%02WiseStamp24%
WiseStamp24%03Signitic14%
Signitic14%04CodeTwo Email Signatures 3658%
CodeTwo Email Signatures 3658%05SyncSignature4%
SyncSignature4%06Newoldstamp2%
Newoldstamp2%07MySignature2%
MySignature2%08Opensense0%
Opensense0%09Letsignit0%
Letsignit0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, 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.
Exclaimer19%
12 of 64 labels negative · 8 of 14 models
“One Exclaimer review specifically mentions discomfort with having emails routed through a "random server"... "can cause mail routing issues with Barracuda"” GPT-5.4 mini, negative prompt
CodeTwo Email Signatures 36515%
8 of 54 labels negative · 7 of 14 models · 2 hard negative
“CodeTwo Email Signatures 365 - Outlook Integration Issues: Signatures sometimes not displaying immediately or old signatures persisting unexpectedly” GLM 4.7 FlashX, negative prompt
WiseStamp14%
7 of 51 labels negative · 5 of 14 models · 2 hard negative
“Tools with Known Issues ... WiseStamp - Customer Service Problems: Multiple reviews report unresponsive support, difficulty canceling subscriptions, and unexpected charges” GLM 4.7 FlashX, negative prompt
HubSpot Email Signature Generator
25%
2 of 8 labels negative · 2 of 14 models · 1 hard negative
“Avoid DIY/Free Generators: Basic HTML generators (e.g., HubSpot or generic online makers) lack central management” Grok 4.1 Fast, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1056 links across 122 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · WiseStamp63 answers · 202 citations · 13 models
vendor site · Mailbutler37 answers · 39 citations · 11 models
vendor site · Exclaimer36 answers · 70 citations · 13 models
vendor site · SyncSignature36 answers · 64 citations · 12 models
vendor site · Newoldstamp36 answers · 37 citations · 13 models
vendor site · Guideflow33 answers · 33 citations · 11 models
30 answers · 53 citations · 12 models
vendor site · GetApp29 answers · 43 citations · 11 models
vendor site · Signitic29 answers · 38 citations · 10 models
29 answers · 29 citations · 12 models
vendor site · Capterra23 answers · 35 citations · 11 models
19 answers · 19 citations · 10 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.
41 answers · 11 models
38 answers · 11 models
37 answers · 11 models
36 answers · 13 models
33 answers · 11 models
29 answers · 12 models
19 answers · 8 models
18 answers · 9 models
18 answers · 8 models
16 answers · 10 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 email signature management tool”, “email signature management tool”. 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 |
|---|---|---|---|---|---|---|---|
| Exclaimer exclaimer.com | 33% | 182 | 5,400 | 548 | 46,313 | 68 | 1 |
| WiseStamp wisestamp.com | 24% | 159 | 9,900 | 121 | 260,938 | 120 | 1 |
| Signitic signitic.com | 14% | 60 | 90 | 2 | 48,250 | ||
| CodeTwo Email Signatures 365 codetwo.com | 8% | 150 | 390 | 9 | 20,463 | 120 | 5 |
| BulkSignature bulksignature.com | 6% | 22 | 140 | 0 | 22,388 | 2 | |
| SyncSignature syncsignature.com | 4% | 49 | 140 | 0 | 3,624 | ||
| HubSpot parent site HubSpot Email Signature Generator 4% | 4% | 16 | 368,000 | 9,776 | |||
| Newoldstamp newoldstamp.com | 2% | 64 | 480 | 0 | 30,419 | 11 | 9 |
| MySignature mysignature.io | 2% | 51 | 1,600 | 0 | 59,004 | 2 | |
| Bybrand bybrand.io | 2% | 22 | 390 | 2 | 4,727 | 9 |
Google's top ten for the two searches hold 10 sites; 5 of them are among the sites the models cited here (exclaimer.com, g2.com, newoldstamp.com, thecmo.com, wisestamp.com). The first result for “best email signature management tool” is wisestamp.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 email signature management tool for a mid-market B2B company?”Paraphrase“Which centralized company email signature software would you recommend to a mid-sized B2B company?”Comparative“What are the top email signature management tools and how do they differ?”Budget-constrained“What is the best email signature management tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an email signature management tool. What should we look at?”Negative“Which email signature management tools should I avoid or be cautious about?”
Claude Haiku 4.5ExclaimerBulkSignature, NewoldstampChangedExclaimerSigniticagainst: HubSpot Email Signature Generatorno first choicenothing named
Three alternatives
CodeTwo Email Signatures 365, Newoldstamp, RocketseedThree alternatives
CodeTwo Email Signatures 365, Rocketseed, WiseStampFour alternatives
CodeTwo Email Signatures 365, MySignature, Newoldstamp, WiseStampTwo alternatives
Newoldstamp, SyncSignatureGPT-5.4 miniExclaimerExclaimerHeldExclaimerSignature 365against: Exclaimerno first choiceagainst: Exclaimer
One alternative
CodeTwo Email Signatures 365Two alternatives
CodeTwo Email Signatures 365, SyncSignatureFive alternatives
Crossware, MySignature, Newoldstamp, Opensense, RocketseedGemini 3.5 FlashCodeTwo Email Signatures 365, ExclaimerCodeTwo Email Signatures 365ChangedCodeTwo Email Signatures 365Signiticagainst: Exclaimer, WiseStampno first choiceagainst: CodeTwo Email Signatures 365, Exclaimer, HubSpot's free generator, Mailbutler, WiseStamp
Three alternatives
Newoldstamp, Opensense, SigniticThree alternatives
Exclaimer, Newoldstamp, WiseStamp for TeamsFour alternatives
Exclaimer, Newoldstamp, Signature.email, WiseStampFour alternatives
Bybrand, CodeTwo Email Signatures 365, HubSpot's Email Signature Generator, SyncSignaturePerplexity SonarExclaimerExclaimerHeldExclaimerBulkSignatureno first choiceagainst: Native Outlook/Gmail signature tools
Four alternatives
Letsignit, Opensense, Rocketseed, WiseStampThree alternatives
CodeTwo Email Signatures 365, Newoldstamp, WiseStampFive alternatives
CodeTwo Email Signatures 365, Letsignit, Newoldstamp, Templafy, WiseStampTwo alternatives
MySignature, SigniticGrok 4.1 FastExclaimerExclaimerHeldCodeTwo Email Signatures 365Signiticagainst: BulkSignature, CodeTwo Email Signatures 365, Exclaimer, WiseStampno first choiceagainst: CodeTwo Email Signatures 365, Exclaimer, HubSpot Email Signature Generator, MySignature, Newoldstamp, WiseStamp
Two alternatives
CodeTwo Email Signatures 365, WiseStampTwo alternatives
CodeTwo Email Signatures 365, WiseStampFour alternatives
Exclaimer Signature Manager, Letsignit, Signitic, WiseStampOne alternative
HubSpot Email Signature GeneratorMistral SmallExclaimer, WiseStampWiseStampChangedExclaimer, WiseStampHubSpot Email Signature Generatorno first choiceagainst: Canary Mailagainst: CodeTwo Email Signatures 365, Exclaimer
One alternative
CodeTwo Email SignaturesTwo alternatives
Exclaimer, SigsyncTwo alternatives
BulkSign, CodeTwo Email Signatures 365Two alternatives
Signitic, WiseStampDeepSeek V4 FlashExclaimerExclaimerHeldExclaimerSigniticagainst: ExclaimerExclaimernothing named
Two alternatives
CodeTwo Email Signatures 365, WiseStampTwo alternatives
CodeTwo Email Signatures 365, WiseStampSeven alternatives
CodeTwo Email Signatures 365, Letsignit, Mailbutler, Opensense, Signitic, SyncSignature, WiseStampFour alternatives
Bybrand, CodeTwo Email Signatures 365, HubSpot Email Signature Generator, SyncSignatureFour alternatives
CodeTwo Email Signatures 365, Crossware, Newoldstamp, WiseStampLlama 4 MaverickExclaimer, WiseStampWiseStampChangedno first choiceSigniticno first choicenothing named
One alternative
OpensenseTwo alternatives
CodeTwo Email Signatures 365, SigsyncTwo alternatives
BulkSignature, NewoldstampQwen 3.7 FlashWiseStampWiseStampHeldExclaimer, WiseStampHubSpot Email Signature Generatoragainst: Exclaimerno first choiceagainst: CodeTwo Email Signatures 365, Exclaimer
Two alternatives
Exclaimer, OpensenseTwo alternatives
Signitic, SigsyncThree alternatives
CodeTwo Email Signatures 365, MySignature, NewoldstampTwo alternatives
Magic Signatures, WodupKimi K2WiseStampagainst: TerminusExclaimerChangedExclaimerBulkSignature, MySignatureagainst: Exclaimer, RocketseedSyncSignaturenothing named
One alternative
ExclaimerTwo alternatives
CodeTwo Email Signatures 365, WiseStampFive alternatives
BrandMail, CodeTwo Email Signatures 365, MySignature, Scribe, WiseStampTwo alternatives
CodeTwo Email Signatures 365, WiseStampFour alternatives
BulkSignature, CodeTwo Email Signatures 365, Newoldstamp, WiseStampGLM 4.7 FlashXSyncSignatureCodeTwo Email Signatures 365, WiseStampChangedWiseStampBybrandno first choiceagainst: CodeTwo Email Signatures 365, WiseStamp
Three alternatives
CodeTwo Email Signatures 365, Exclaimer, LetsignitFour alternatives
Exclaimer, MySigMail, SignOff, SigniticSix alternatives
CodeTwo Email Signatures 365, Exclaimer, Newoldstamp, Signitic, SyncSignature, WiseStampMiniMax M2.5WiseStampWiseStampHeldWiseStampSigniticno first choiceagainst: CodeTwo Email Signatures 365, WiseStamp
Two alternatives
Exclaimer, OpensenseOne alternative
ExclaimerTwo alternatives
CodeTwo Email Signatures 365, ExclaimerTwo alternatives
Exclaimer, MySignatureGPT-6 LunaCodeTwo Email Signatures 365ExclaimerChangedExclaimerExclaimerno first choiceagainst: Microsoft
One alternative
ExclaimerTwo alternatives
CodeTwo Email Signatures 365, OpensenseFour alternatives
CodeTwo Email Signatures 365, Letsignit, Rocketseed, WiseStampOne alternative
CodeTwo Email Signatures 365Two alternatives
Gmail, Microsoft 365Muse Glimmer 30BExclaimer, WiseStampWiseStampChangedExclaimer, WiseStampSigniticno first choiceagainst: CodeTwo Email Signatures 365, Exclaimer, WiseStamp
One alternative
OpensenseTwo alternatives
CodeTwo Email Signatures 365, ExclaimerSix alternatives
CodeTwo Email Signatures 365, Letsignit, MySignature, Newoldstamp, Signitic, SyncSignatureFour alternatives
EmailSign, Exclaimer, MySignature, WiseStampBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:13 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:29 | yes | 16 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:02 | yes | 20 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:05 | yes | 24 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:03 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:42 | yes | 22 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:16 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:11 | yes | 11 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:36 | yes | 14 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 22 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:17 | yes | 7 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:21 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:42 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:20 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:18 | yes | 10 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:48 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:09 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:10 | yes | 24 | 82 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:26 | yes | 9 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 19 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:11 | yes | 12 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:36 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:21 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:47 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:25 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 18 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:33 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 23 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 20 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:36 | yes | 22 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:55 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:46 | yes | 8 | 15 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:33 | yes | 10 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:20 | yes | 21 | 103 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:06 | yes | 18 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:32 | yes | 6 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:06 | yes | 14 | 19 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:19 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:31 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:58 | yes | 21 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 19 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:49 | yes | 14 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:43 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:41 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:59 | yes | 13 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:18 | yes | 12 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:49 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:30 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 23 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:23 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:08 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:13 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:10 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 23 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:03 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:21 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 18 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:42 | yes | 14 | 37 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:04 | yes | 2 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:33 | yes | 13 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:28 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:55 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 24 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:30 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:18 | yes | 22 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:29 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:03 | yes | 23 | 10 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:42 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:05 | yes | 22 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:46 | yes | 22 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 20 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:22 | yes | 3 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:09 | yes | 20 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
CodeTwo read as CodeTwo Email Signatures 365
HubSpot read as HubSpot Email Signature Generator
HubSpot Signature Generator read as HubSpot Email Signature Generator
HubSpot's free email signature generator read as HubSpot Email Signature Generator
Unresolved, counted raw
BulkSign
Canary Mail
EmailSign
Exclaimer Signature Manager
Gmail
HubSpot's Email Signature Generator
HubSpot's free generator
Magic Signatures
MailSig
Microsoft
MySigMail
Native Outlook/Gmail signature tools
Sigbooster
SignOff
Signaturely
Signatures365
Textexpander
Wodup
Discontinued, still offered
No shut-down product was recommended here.