Asked as “direct mail automation platform”, and as “print and direct mail marketing tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
40%
Contested · PostGrid Print & Mail 18%
40Postalytics18PostGrid Print & Mail12Click2Mail30others
40% of first choices, contested.
Since October 2026▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.Postalytics held the lead, −4 points on 44%, 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
Postalytics43%Clear leader▼−10Since October 2026: 53% → 43%, −10 points. Inside the 11-point floor: within noise.Standing →Mid-marketPostalytics40%Contested▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.This pageEnterprise
Lob46%Clear leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.Standing →
Postalytics43%Clear leader▼−10Since October 2026: 53% → 43%, −10 points. Inside the 11-point floor: within noise.Standing →Mid-marketPostalytics40%Contested▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.This pageEnterpriseLob46%Clear leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.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
01Postalytics40%5%57endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%
Postalytics40%5%57endorsed leader▼−4Since October 2026: 44% → 40%, −4 points. Inside the 11-point floor: within noise.44% → 40%02
PostGrid Print & Mail18%16%58accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 11-point floor: movement.2% → 18%
PostGrid Print & Mail18%16%58accepted challenger▲+16Since October 2026: 2% → 18%, +16 points. Past the 11-point floor: movement.2% → 18%03
Click2Mail12%23%26accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%
Click2Mail12%23%26accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 11-point floor: within noise.6% → 12%04
Sendoso10%27%41criticized challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise.6% → 10%
Sendoso10%27%41criticized challenger▲+4Since October 2026: 6% → 10%, +4 points. Inside the 11-point floor: within noise.6% → 10%05Lob6%14%57accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%
Lob6%14%57accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%06
Reachdesk4%18%22accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Reachdesk4%18%22accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
PFL2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
PFL2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08
Thanks.io2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Thanks.io2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
11
Postal0%40%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Postal0%40%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
PostPilot0%0%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
PostPilot0%0%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
DirectMail.io0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
DirectMail.io0%0%10accepted 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Postalytics vs LobPostalytics vs ReachdeskPostalytics vs PFLPostalytics vs Thanks.ioPostGrid Print & Mail vs Click2MailPostGrid Print & Mail vs SendosoPostGrid Print & Mail vs LobPostGrid Print & Mail vs ReachdeskPostGrid Print & Mail vs PFLPostGrid Print & Mail vs Thanks.ioClick2Mail vs SendosoClick2Mail vs LobClick2Mail vs ReachdeskClick2Mail vs PFLClick2Mail vs Thanks.ioSendoso vs LobSendoso vs ReachdeskSendoso vs PFLSendoso vs Thanks.ioLob vs ReachdeskLob vs PFLLob vs Thanks.ioReachdesk vs PFLReachdesk vs Thanks.ioPFL vs Thanks.io
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Postalytics40%
Postalytics40%02PostGrid Print & Mail18%
PostGrid Print & Mail18%03Click2Mail12%
Click2Mail12%04Sendoso10%
Sendoso10%05Lob6%
Lob6%06Reachdesk4%
Reachdesk4%07PFL2%
PFL2%08Thanks.io2%
Thanks.io2%09PostPilot0%
PostPilot0%10DirectMail.io0%
DirectMail.io0%11Postal0%
Postal0%What they warned about
Five 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, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
PostGrid Print & Mail16%
9 of 58 labels negative · 9 of 14 models · 3 hard negative
“Avoid or use with extreme caution: PostGrid (faulty tracking, poor support, low Trustpilot rating, high cost, slow delivery” GLM 4.7 FlashX, negative prompt
Sendoso27%
11 of 41 labels negative · 9 of 14 models · 3 hard negative
“High platform fees ($15K–$100K+ annually before any gift spend), locked annual contracts, and rising total costs.” Mistral Small, negative prompt
Lob14%
8 of 57 labels negative · 8 of 14 models · 2 hard negative
“Lob - is not recommended for teams that are not technical, need global reach, or are budget-sensitive.” Llama 4 Maverick, negative prompt
Click2Mail23%
6 of 26 labels negative · 6 of 14 models · 4 hard negative
“Avoid: Click2Mail (Poor Trustpilot rating, inconsistent support, unclear delivery status).” GLM 4.7 FlashX, 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
73 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. 878 links across 157 sites, every framing counted. Ranked by the number of answers carrying the site or page. 39 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 · Capterra41 answers · 80 citations · 12 models
vendor site · Software Advice34 answers · 44 citations · 11 models
vendor site · DirectMail.io31 answers · 47 citations · 11 models
29 answers · 52 citations · 11 models
vendor site · GetApp28 answers · 44 citations · 9 models
vendor site · Lob23 answers · 47 citations · 12 models
vendor site · Postalytics22 answers · 34 citations · 10 models
vendor site · Guideflow21 answers · 21 citations · 11 models
19 answers · 19 citations · 7 models
17 answers · 17 citations · 10 models
16 answers · 16 citations · 8 models
14 answers · 16 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.
35 answers · 11 models
21 answers · 11 models
20 answers · 9 models
20 answers · 10 models
19 answers · 8 models
19 answers · 7 models
17 answers · 10 models
15 answers · 9 models
15 answers · 8 models
14 answers · 8 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 direct mail automation platform”, “direct mail automation platform”. 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Postalytics postalytics.com | 40% | 160 | 1,000 | 3 | 90,338 | 28 | 2 | |
| PostGrid postgrid.com PostGrid Print & Mail 18% | 18% | 199 | 1,600 | 11 | 196,042 | $765 | 120 | 3 |
| Click2Mail click2mail.com | 12% | 106 | 1,900 | 24 | 25,581 | $4 | 16 | |
| Sendoso sendoso.com | 10% | 285 | 8,100 | 108 | 13,840 | 10 | 7 | |
| Lob lob.com | 6% | 302 | 27,100 | 6,319 | 55,936 | 10 | 9 | |
| Reachdesk reachdesk.com | 4% | 223 | 2,400 | 25 | 1,290 | 9 | ||
| PFL pfl.com | 2% | 98 | 49,500 | 3,496 | 1,448 | 8 | ||
| Thanks.io thanks.io | 2% | 20 | 320 | 0 | 430 | 0 | ||
| PostcardMania postcardmania.com | 2% | 20 | 5,400 | 57 | 18,942 | $170 | 120 | |
| PostKnock postknock.com | 2% | 3 |
Google's top ten for the two searches hold 13 sites; 4 of them are among the sites the models cited here (directmail.io, g2.com, lob.com, postalytics.com). The first result for “best direct mail automation platform” is thecmo.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 direct mail automation platform for a mid-market B2B company?”Paraphrase“Which print and direct mail marketing tool would you recommend to a mid-sized B2B company?”Comparative“What are the top direct mail automation platforms and how do they differ?”Budget-constrained“What is the best direct mail automation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a direct mail automation platform. What should we look at?”Negative“Which direct mail automation platforms should I avoid or be cautious about?”
Claude Haiku 4.5Postalyticsno first choiceChangedno first choiceagainst: TaradelPostalyticsno first choiceagainst: ContactPigeon, PostGrid Print & Mail, PsPrint, ReachEngine, VistaPrint
Three alternatives
Lob, PFL, PostGrid Print & MailTwo alternatives
Click2Mail, PostieGPT-5.4 miniSendosoPostGrid Print & MailChangedLob, PostGrid Print & Mailagainst: Click2MailLobno first choicenothing named
Three alternatives
PFL Direct Mail Platform, PostGrid Print & Mail, PostalyticsOne alternative
SendosoTwo alternatives
PostPilot, PostalyticsTwo alternatives
IgnitePOST, PostGrid Print & MailGemini 3.5 FlashSendosoReachdeskChangedLob, PostGrid Print & MailThanks.ioagainst: Postal, Sendosono first choiceagainst: Lob, PostGrid Print & Mail, Postal, Postalytics, Reachdesk, Sendoso
Three alternatives
Lob, Postal, ReachdeskFour alternatives
Lob, PFL, Postalytics, SendosoSeven alternatives
PebblePost, Poplar, PostPilot, Postalytics, Postie, Reachdesk, SendosoThree alternatives
Poplar, PostPilot, PostalyticsSeven alternatives
Lob, Poplar, PostPilot, Postal, Reachdesk, Sendoso, StannpPerplexity SonarPostalyticsPostalyticsHeldno first choiceClick2Mailagainst: Lobno first choiceagainst: Click2Mail, PostGrid Print & Mail, Purlem, Stadium
Three alternatives
Lob, PostGrid Print & Mail, SendosoFour alternatives
Lob, PFL, PostGrid Print & Mail, ReachdeskNine alternatives
Click2Mail, DirectMail.io, Lob, PFL, Paper Run, PostGrid Print & Mail, PostPilot, Postalytics, SendosoTwo alternatives
Postalytics, Thanks.ioGrok 4.20PFL, Postalyticsagainst: Reachdesk, SendosoPostGrid Print & MailChangedPostalyticsClick2MailPostalyticsagainst: Click2Mail, Handwrite.io, Inkit, Sentt
Two alternatives
Lob, PostGrid Print & MailFive alternatives
Lob, Modern Postcard, Postalytics, Reachdesk, SendosoFive alternatives
Handwrytten, Lob, PostGrid Print & Mail, Reachdesk, SendosoTwo alternatives
PostGrid Print & Mail, PostPilotFive alternatives
Lob, PFL, PostGrid Print & Mail, Reachdesk, SendosoMistral SmallLob, PostGrid Print & MailLob, PostGrid Print & MailHeldno first choicePostGrid Print & Mail, Postalyticsno first choiceagainst: Lob, PostGrid Print & Mail, Sendoso
Two alternatives
Postalytics, PostieTwo alternatives
DirectMail.io, OppiziDeepSeek V4 FlashPostalyticsPostalyticsHeldagainst: PFL, Sendosono first choicePostKnockno first choiceagainst: Click2Mail, Stadium | Snackmagic | Swagmagic, Stamps.com
Three alternatives
Lob, PostGrid Print & Mail, SendosoOne alternative
LobOne alternative
Click2MailLlama 4 MaverickPostalyticsPostGrid Print & MailChangedno first choiceClick2Mailno first choiceagainst: Lob, PostGrid Print & Mail, Sendoso
Two alternatives
ContactPigeon, PostPilotThree alternatives
Lob, PostGrid Print & Mail, PostalyticsQwen 3.7 FlashPostGrid Print & MailPostalyticsChangedLobPostcardManiaMacGillivray Freeman, Sendosoagainst: Lob, Postalytics, Printful, Printify
Three alternatives
Lob, Postalytics, SendosoThree alternatives
Handwrytten, Sendoso, Thanks.ioFive alternatives
Click2Mail, Inkit, PostGrid Print & Mail, PostPilot, PostalyticsFour alternatives
ClickYes, Printfection, VistaPrint, ZapierThree alternatives
Lob, Mailbox, Snail SnailKimi K2Reachdeskagainst: SendosoPostalyticsChangedLob, PostalyticsClick2Mailno first choiceagainst: Click2Mail, Lemlist, Lob, PostGrid Print & Mail, Postal, Sendoso, Snackmagic, Stadium, Swagmagic
Three alternatives
Lob, PostGrid Print & Mail, PostalyticsSix alternatives
Lob, Modern Postcard, PostGrid Print & Mail, PostcardMania, Reachdesk, SendosoFour alternatives
Click2Mail, Inkit, Reachdesk, SendosoTwo alternatives
Postalytics, Thanks.ioGLM 4.7 FlashXPostalyticsPostGrid Print & MailChangedno first choiceClick2Mail, Postalyticsno first choiceagainst: Click2Mail, GrowMail, Lob, PCM Integrations, PFL Direct Mail Platform, PebblePost, PostGrid Print & Mail, Postie, Sendoso, Snackmagic, Stadium, Swagmagic
Three alternatives
DirectMail.io, Lob, PostGrid Print & MailTwo alternatives
Reachdesk, SendosoThree alternatives
PostGrid Print & Mail, PostPilot, Simply NotedMiniMax M2.5PostalyticsPostalyticsHeldagainst: Reachdesk, SendosoPostGrid Print & MailPostGrid Print & Mailno first choicenothing named
Three alternatives
Lob, PFL, SendosoThree alternatives
Handwrytten, Mailchimp, PostGrid Print & MailFour alternatives
Click2Mail, Lob, Postalytics, SendosoThree alternatives
BrandWell, Click2Mail, PostalyticsGPT-6 LunaPostalyticsPostalyticsHeldPostalyticsPostalyticsno first choiceagainst: Lob, PostGrid Print & Mail, Postal, Postalytics, Reachdesk, Sendoso
Two alternatives
Lob, SendosoOne alternative
LobSix alternatives
Click2Mail, Lob, PostGrid Print & Mail, Postie, Stannp, Thanks.ioTwo alternatives
Lob, PostGrid Print & MailMuse Glimmer 30BPostalytics, SendosoSendosoChangedLobClick2Mailno first choiceagainst: Direct Mail for Mac – DirectMail2.0, PostGrid Print & Mail
Two alternatives
Lob, PostGrid Print & MailTwo alternatives
Lob, PostalyticsFive alternatives
Contact Pigeon, PFL, PostGrid Print & Mail, Postalytics, Thanks.ioFour alternatives
Inkit, PostGrid Print & Mail, Postalytics, Thanks.ioBold 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 11:11 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:00 | yes | 4 | 8 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 10:42 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:22 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:12 | yes | 13 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:38 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:26 | yes | 21 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:13 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:03 | yes | 20 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:57 | yes | 24 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:13 | yes | 15 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:02 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:37 | yes | 23 | 35 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:28 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | 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 17:05 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:08 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:14 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:54 | yes | 22 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:42 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:05 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:07 | yes | 20 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 20 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 9 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:42 | yes | 2 | 6 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:24 | yes | 25 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:58 | yes | 10 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:01 | yes | 5 | 11 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 09:16 | yes | 10 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:37 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:40 | yes | 10 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:17 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:00 | yes | 25 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:53 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:51 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:49 | yes | 25 | 54 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 9 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:33 | yes | 25 | 53 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:14 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:21 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:25 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:02 | yes | 3 | 5 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 12:41 | yes | 17 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:28 | yes | 19 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:53 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:34 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:53 | yes | 15 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 19 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:04 | yes | 8 | 37 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:22 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:04 | yes | 11 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:45 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:04 | no | 0 | 7 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 12:39 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:45 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:09 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:34 | yes | 15 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:20 | no | 0 | 74 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:32 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:02 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:46 | yes | 3 | 5 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 15:14 | yes | 9 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 14 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:23 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:04 | yes | 23 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:43 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:47 | no | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:46 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:12 | yes | 24 | 256 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:29 | no | 0 | 10 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:52 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:01 | yes | 23 | 24 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
HubSpot read as HubSpot Marketing Hub
PostGrid read as PostGrid Print & Mail
PostGrid Print Mail API read as PostGrid Print & Mail
Unresolved, counted raw
ClickYes
Direct Mail for Mac – DirectMail2.0
MacGillivray Freeman
Mailbox
Purlem
ReachEngine
Shutterfly
Snail Snail
Stadium | Snackmagic | Swagmagic
Stamps.com
Discontinued, still offered
No shut-down product was recommended here.