Print for enterprise buyers
Asked as “direct mail automation platform”, and as “print and direct mail marketing tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
46%
Clear leader
46Lob14PostGrid Print & Mail10Sendoso30others
46% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.Lob held the lead, +3 points on 43%, 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.Standing →Enterprise
Lob46%Clear leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseLob46%Clear leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Lob46%13%70endorsed leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.43% → 46%
Lob46%13%70endorsed leader▲+3Since October 2026: 43% → 46%, +3 points. Inside the 11-point floor: within noise.43% → 46%02
PostGrid Print & Mail14%13%45accepted challenger▲+7Since October 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise.7% → 14%
PostGrid Print & Mail14%13%45accepted challenger▲+7Since October 2026: 7% → 14%, +7 points. Inside the 11-point floor: within noise.7% → 14%03
Sendoso10%21%48accepted challenger▼−3Since October 2026: 13% → 10%, −3 points. Inside the 11-point floor: within noise.13% → 10%
Sendoso10%21%48accepted challenger▼−3Since October 2026: 13% → 10%, −3 points. Inside the 11-point floor: within noise.13% → 10%04
PFL8%0%27accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%
PFL8%0%27accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise.9% → 8%05Postalytics6%11%28accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise.9% → 6%
Postalytics6%11%28accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise.9% → 6%06
PFL Direct Mail Platform6%18%11accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
PFL Direct Mail Platform6%18%11accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%07
DirectMail.io4%11%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
DirectMail.io4%11%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%08
Click2Mail2%50%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Click2Mail2%50%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
09
Reachdesk0%9%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Reachdesk0%9%33accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%10
Postal0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Postal0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Lob46%
Lob46%02PostGrid Print & Mail14%
PostGrid Print & Mail14%03Sendoso10%
Sendoso10%04PFL8%
PFL8%05Postalytics6%
Postalytics6%06PFL Direct Mail Platform6%
PFL Direct Mail Platform6%07DirectMail.io4%
DirectMail.io4%08Click2Mail2%
Click2Mail2%09Reachdesk0%
Reachdesk0%10Postal0%
Postal0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX 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.
Sendoso21%
10 of 48 labels negative · 10 of 14 models · 6 hard negative
“Sendoso – Multiple Red Flags for Enterprise Scale ... Sendoso and PFL as "criticized challengers" with declining sentiment” Kimi K2, negative prompt
Lob13%
9 of 70 labels negative · 7 of 14 models
“When to proceed cautiously: Lob may be suitable for small to mid‑volume, developer‑centric programs. For large enterprises, evaluate whether the cost and governance overhead outweigh the integration” Muse Glimmer 30B, negative prompt
Click2Mail50%
6 of 12 labels negative · 5 of 14 models · 1 hard negative
“make them risky—avoid unless for very targeted, low-volume pilots” Grok 4.20, negative prompt
PostGrid Print & Mail13%
6 of 45 labels negative · 5 of 14 models · 1 hard negative
“Major red flags for enterprises: Faulty tracking – Users report missing or inaccessible tracking info” 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
76 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. 935 links across 143 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 · Lob43 answers · 130 citations · 13 models
43 answers · 94 citations · 12 models
vendor site · PostGrid32 answers · 48 citations · 13 models
vendor site · DirectMail.io31 answers · 69 citations · 11 models
vendor site · Capterra30 answers · 37 citations · 10 models
30 answers · 30 citations · 10 models
vendor site · Software Advice27 answers · 27 citations · 9 models
vendor site · Software Advice25 answers · 27 citations · 10 models
publisher (Gane)20 answers · 21 citations · 9 models
16 answers · 20 citations · 7 models
vendor site · SourceForge14 answers · 18 citations · 8 models
vendor site · Postalytics13 answers · 22 citations · 9 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.
33 answers · 12 models
30 answers · 10 models
27 answers · 10 models
27 answers · 9 models
25 answers · 11 models
20 answers · 9 models
19 answers · 9 models
16 answers · 8 models
16 answers · 9 models
14 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 |
|---|---|---|---|---|---|---|---|---|
| Lob lob.com | 46% | 302 | 27,100 | 6,319 | 55,936 | 10 | 9 | |
| PostGrid postgrid.com PostGrid Print & Mail 14% | 14% | 199 | 1,600 | 11 | 196,042 | $765 | 120 | 3 |
| Sendoso sendoso.com | 10% | 285 | 8,100 | 108 | 13,840 | 10 | 7 | |
| DirectMail.io directmail.io PFL Direct Mail Platform 6%, DirectMail.io 4% | 10% | 39 | 30 | 0 | 3,748 | 8 | ||
| PFL pfl.com | 8% | 98 | 49,500 | 3,496 | 1,448 | 8 | ||
| Postalytics postalytics.com | 6% | 160 | 1,000 | 3 | 90,338 | 28 | 2 | |
| Propago propago.com | 2% | 2 | ||||||
| The Gromore Group | 2% | |||||||
| Click2Mail click2mail.com | 2% | 106 | 1,900 | 24 | 25,581 | $4 | 16 | |
| Reachdesk reachdesk.com | 0% | 223 | 2,400 | 25 | 1,290 | 9 |
Google's top ten for the two searches hold 13 sites; 5 of them are among the sites the models cited here (directmail.io, g2.com, lob.com, postalytics.com, postgrid.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 an enterprise B2B company?”Paraphrase“Which print and direct mail marketing tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade direct mail automation platforms and how do they differ?”Budget-constrained“What is the best direct mail automation platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a direct mail automation platform. What should we look at?”Negative“Which direct mail automation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Postalyticsno first choiceChangedPostGrid Print & MailLobno first choiceagainst: Click2Mail, ContactPigeon, Inkit
Three alternatives
PFL, PostGrid Print & Mail, SendosoSix alternatives
Inkit, Lob, PFL Tactile Marketing Automation, Postalytics, Reachdesk, SendosoFour alternatives
HubSpot Marketing Hub, Mailchimp, Postalytics, ReachdeskGPT-5.4 miniSendosoPFL Direct Mail PlatformChangedLobLobSendosoagainst: Customer.io
Three alternatives
Lob, Postal, ReachdeskTwo alternatives
Lob, PostGrid Print & MailTwo alternatives
Reachdesk, SendosoTwo alternatives
Postalytics, SendosoGemini 3.5 FlashSendosoSendosoHeldLobLob, PostGrid Print & MailLob, PostGrid Print & Mailagainst: Handwrytten, Punkpost, SendOutCards, Simply Noted, Touchnote
Four alternatives
Lob, PFL, Postal, ReachdeskThree alternatives
Lob, PFL, ReachdeskFive alternatives
Inkit, PebblePost, Postal, Postie, SendosoTwo alternatives
PFL, PostalyticsThree alternatives
Postal.com, Reachdesk, SendosoPerplexity SonarPostalyticsPFL Direct Mail PlatformChangedLobClick2Mailagainst: DirectMail.io, Lobno first choiceagainst: Click2Mail, Lob, PostGrid Print & Mail, PostPilot, Postalytics, Postie, Reachdesk, Sendoso, TouchDrop
Three alternatives
Lob, PFL, SendosoFour alternatives
Lob, Postalytics, Reachdesk, SendosoSeven alternatives
DirectMail.io, Inkit, PFL, PostGrid Print & Mail, Postal, Postalytics, SendosoOne alternative
PostalyticsGrok 4.20Lobagainst: ContactPigeon, PostGrid Print & MailLobHeldLobagainst: Click2Mail, Contact PigeonPFLagainst: PostalyticsLob, PostGrid Print & Mailagainst: Alyce, Cardly, Click2Mail, Lob, Sendoso, Switch
Three alternatives
PFL, Reachdesk, SendosoThree alternatives
PostGrid Print & Mail, Reachdesk, SendosoFive alternatives
PFL, PostGrid Print & Mail, Postalytics, Reachdesk, SendosoOne alternative
LobThree alternatives
Click2Mail, NextPage, QuantumDigitalMistral SmallLobPostGrid Print & MailChangedSendosoLobagainst: PFL Direct Mail Platform, PostGrid Print & Mail, Postalyticsno first choiceagainst: PostGrid Print & Mail, Sendoso
Three alternatives
PFL Direct Mail Platform, Postal, ReachdeskTwo alternatives
Lob, OppiziFive alternatives
Lob, PFL Direct Mail Platform, PostGrid Print & Mail, Postalytics, ReachdeskDeepSeek V4 FlashLobLobHeldno first choicePFLno first choiceagainst: Click2Mail, PostGrid Print & Mail, Quad, RR Donnelley, Reachdesk, Sendoso, send2c
Two alternatives
PFL Direct Mail Platform, SendosoThree alternatives
PFL, Reachdesk, SendosoThree alternatives
Lob, Reachdesk, SendosoLlama 4 MaverickLobPostGrid Print & MailChangedno first choiceLobDirectMail.ioagainst: Lob, Sendoso
Three alternatives
PFL, PostGrid Print & Mail, SendosoTwo alternatives
DirectMail.io, ReachdeskThree alternatives
Click2Mail, PostGrid Print & Mail, PostalyticsThree alternatives
Adobe Campaign, Lob, PostGrid Print & MailQwen 3.7 FlashLobThe Gromore GroupChangedagainst: MailchimpSendosoLobno first choiceagainst: InPlant, Lob, MarketDirect StoreFront, Persana, Sendoso
Two alternatives
PostGrid Print & Mail, SendosoThree alternatives
Direct Mail Pros, Lob.com, Onyx InteractiveThree alternatives
Lob, PostGrid Print & Mail, ReachdeskThree alternatives
Maropost, Postalytics, SendGridKimi K2Lob, PFLLobChangedLobPFL Direct Mail Platformno first choiceagainst: PFL Direct Mail Platform, Sendoso, Snackmagic, Stadium, Swagmagic
Two alternatives
PostGrid Print & Mail, SendosoTwo alternatives
PFL, SendosoFour alternatives
PFL, PostGrid Print & Mail, Reachdesk, SendosoTwo alternatives
DirectMail.io, LobGLM 4.7 FlashXPostalyticsSendosoChangedLobLobno first choiceagainst: Lob, PostGrid Print & Mail, Reachdesk, RevSend, Scribeless, Sendoso, Snackmagic, Stadium, Stannp, Swagmagic
Three alternatives
Lob, Postal, SendosoFive alternatives
DirectMail.io, Lob, PostGrid Print & Mail, Postalytics, ReachdeskSeven alternatives
DirectMail.io, LettrLabs, PFL Direct Mail Platform, PostGrid Print & Mail, Postal, Reachdesk, SendosoTwo alternatives
DirectMail.io, PostGrid Print & MailMiniMax M2.5LobLobHeldLobno first choiceno first choiceagainst: Quadient Impressagainst: Sendoso, Snackmagic, Stadium, Swagmagic
Three alternatives
PFL, Reachdesk, SendosoFour alternatives
PFL, Postalytics, Reachdesk, SendosoFive alternatives
Alyce, PFL, PostGrid Print & Mail, Reachdesk, SendosoThree alternatives
DirectMail.io, Lob, PostGrid Print & MailGPT-6 LunaPFLPropagoChangedLob, PFLPostGrid Print & Mailagainst: Lobno first choiceagainst: DirectMail.io, Lob, Sendoso
Three alternatives
Lob, Reachdesk, SendosoOne alternative
LobFour alternatives
PostGrid Print & Mail, Postalytics, Postie, Quadient InspireTwo alternatives
Mailavo, Open Letter Marketing EnterpriseMuse Glimmer 30BLobLobHeldPFL Tactile Marketing AutomationLob, PostGrid Print & Mailagainst: Click2MailDirectMail.ioagainst: Lob, Snackmagic, Stadium, Swagmagic
Three alternatives
PFL, Postalytics, SendosoTwo alternatives
PFL, SendosoFive alternatives
Lob, PostGrid Print & Mail, Postalytics, PostcardMania, SendosoTwo alternatives
DirectMail.io, NextBeeOne alternative
LobBold 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 16:25 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:15 | yes | 3 | 6 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 13:17 | yes | 6 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:17 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 12 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:37 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:44 | yes | 23 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:16 | yes | 9 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:36 | yes | 20 | 44 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:37 | yes | 22 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:43 | yes | 9 | 32 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:57 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:30 | yes | 3 | 6 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 14:24 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:58 | yes | 5 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:47 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:17 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:05 | yes | 14 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:53 | yes | 15 | 134 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:31 | yes | 5 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:34 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:20 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:00 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | yes | 4 | 9 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 16:33 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:45 | yes | 10 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:44 | yes | 10 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:06 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 22 | 13 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:35 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:35 | yes | 15 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 19 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 23 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:24 | yes | 20 | 56 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:39 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:54 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:17 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:08 | yes | 5 | 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 12:13 | yes | 6 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:20 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:09 | yes | 20 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:15 | yes | 14 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 20 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:30 | no | 0 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:07 | yes | 25 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:09 | yes | 23 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:00 | yes | 5 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:32 | yes | 4 | 27 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:23 | yes | 21 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:49 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:16 | yes | 2 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:06 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:26 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:35 | yes | 15 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:40 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:57 | yes | 22 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:13 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:51 | yes | 23 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:28 | yes | 15 | 89 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | yes | 10 | 35 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:40 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:27 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:39 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:21 | yes | 3 | 6 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 09:12 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:25 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 13 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:23 | yes | 12 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 22 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:19 | yes | 10 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 24 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:00 | yes | 22 | 46 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 21 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:19 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:46 | yes | 23 | 27 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
Adobe
Direct Mail Pros
InPlant
Lob.com
Mailavo
MarketDirect StoreFront
NextPage
Onyx Interactive
Open Letter Marketing Enterprise
Persana
Postal.com
Punkpost
Quad
QuantumDigital
Quarq
RR Donnelley
SendOutCards
Switch
The Gromore Group
TouchDrop
send2c
Discontinued, still offered
No shut-down product was recommended here.