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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
43%
Clear leader
43Lob13Sendoso09PFL35others
43% of first choices, clear leader.
Since September 2026▲+9Since September 2026: 37% → 47%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Lob held the lead, +9 points on 37%, 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
Postalytics53%Clear leader▼−4Since September 2026: 50% → 46%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketPostalytics44%Clear leader▼−13Since September 2026: 54% → 41%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Enterprise
Lob43%Clear leader▲+9Since September 2026: 37% → 47%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
Postalytics53%Clear leader▼−4Since September 2026: 50% → 46%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketPostalytics44%Clear leader▼−13Since September 2026: 54% → 41%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →EnterpriseLob43%Clear leader▲+9Since September 2026: 37% → 47%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01Lob43%17%71endorsed leader▲+9Since September 2026: 37% → 47%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.37% → 47%
Lob43%17%71endorsed leader▲+9Since September 2026: 37% → 47%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.37% → 47%02
Sendoso13%33%45criticized challenger▲+2Since September 2026: 12% → 13%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 13%
Sendoso13%33%45criticized challenger▲+2Since September 2026: 12% → 13%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.12% → 13%03
PFL9%9%33accepted challenger▼−10Since September 2026: 16% → 7%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 7%
PFL9%9%33accepted challenger▼−10Since September 2026: 16% → 7%, −10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 7%04Postalytics9%21%33accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%
Postalytics9%21%33accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%05
PostGrid7%21%48accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%
PostGrid7%21%48accepted challenger=heldSince September 2026: 9% → 9%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 9%06
Reachdesk4%25%24criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Reachdesk4%25%24criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%07
Postal4%36%14criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Postal4%36%14criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%08
Quadient Inspire2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Quadient Inspire2%9%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%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-eight head-to-head pages: the top eight products, each against each
Postalytics vs PostiePostalytics vs Thanks.ioPostalytics vs PostGridPostalytics vs ReachdeskLob vs SendosoLob vs Click2MailLob vs PostieLob vs Thanks.ioLob vs PostGridLob vs ReachdeskSendoso vs Click2MailSendoso vs PostieSendoso vs Thanks.ioSendoso vs PostGridSendoso vs ReachdeskClick2Mail vs PostieClick2Mail vs Thanks.ioClick2Mail vs PostGridClick2Mail vs ReachdeskPostie vs Thanks.ioPostie vs PostGridPostie vs ReachdeskThanks.io vs PostGridThanks.io vs ReachdeskPostGrid vs Reachdesk
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Lob43%
Lob43%02Sendoso13%
Sendoso13%03PFL9%
PFL9%04Postalytics9%
Postalytics9%05PostGrid7%
PostGrid7%06Reachdesk4%
Reachdesk4%07Postal4%
Postal4%08Quadient Inspire2%
Quadient Inspire2%What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, 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.
Lob17%
12 of 71 labels negative · 11 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” GLM 4.7 FlashX, negative prompt
Sendoso33%
15 of 45 labels negative · 10 of 14 models · 5 hard negative
“This platform has inflexible fund management where users cannot withdraw funds once added... customer support can be poor” Claude Haiku 4.5, negative prompt
PostGrid21%
10 of 48 labels negative · 9 of 14 models · 2 hard negative
“Tracking issues: Users report faulty tracking features... not ideal for large enterprise-scale requirements with manual workflows” MiniMax M2.5, negative prompt
Postalytics21%
7 of 33 labels negative · 7 of 14 models · 1 hard negative
“not truly enterprise-scale; maxes out well below what you need for thousands of users” DeepSeek V4 Flash, budget 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
80 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. 1159 links across 175 sites, every framing counted. Ranked by the number of answers carrying the site or page. 18 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 · Lob51 answers · 115 citations · 14 models
vendor site · Guideflow45 answers · 45 citations · 12 models
35 answers · 67 citations · 12 models
vendor site · Postalytics32 answers · 55 citations · 13 models
32 answers · 54 citations · 11 models
32 answers · 52 citations · 10 models
vendor site · PostGrid28 answers · 45 citations · 12 models
28 answers · 31 citations · 11 models
28 answers · 28 citations · 11 models
24 answers · 37 citations · 10 models
vendor site · CIENCE23 answers · 23 citations · 10 models
vendor site · RFP.ai21 answers · 41 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.
44 answers · 12 models
28 answers · 11 models
23 answers · 10 models
19 answers · 9 models
18 answers · 8 models
18 answers · 7 models
16 answers · 9 models
16 answers · 9 models
16 answers · 10 models
15 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 | 43% | 289 | 27,100 | 6,319 | 55,936 | 10 | 9 | |
| Sendoso sendoso.com | 13% | 321 | 8,100 | 108 | 13,840 | 10 | 7 | |
| PFL pfl.com | 9% | 83 | 49,500 | 3,496 | 1,448 | 8 | ||
| Postalytics postalytics.com | 9% | 190 | 1,000 | 3 | 90,338 | 28 | 2 | |
| PostGrid postgrid.com | 7% | 168 | 1,600 | 11 | 196,042 | $765 | 120 | 3 |
| Oppizi oppizi.com | 6% | 29 | 480 | 14 | 21,505 | |||
| Reachdesk reachdesk.com | 4% | 231 | 2,400 | 25 | 1,290 | 9 | ||
| Postal postal.com | 4% | 160 | 27,100 | 64,090 | 55,299 | |||
| Quadient quadient.com Quadient Inspire 2%, Quadient 2% | 4% | 15 | 210 | 14 | 131,433 | $83 | 42 | |
| DirectMail.io directmail.io PFL Direct Mail Platform 2%, DirectMail.io 0% | 2% | 30 | 30 | 0 | 3,748 | 8 |
Google's top ten for the two searches hold 13 sites; 5 of them are among the sites the models cited here (g2.com, lob.com, postalytics.com, postgrid.com, thecmo.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 choiceChangedLobLobno first choiceagainst: Lob, Sendoso
Three alternatives
Lob, PostGrid, SendosoFour alternatives
Inkit, PFL, PostGrid, PostalyticsTwo alternatives
PFL, PostGridGPT-5.4 miniLobLobHeldLobagainst: Click2MailLobagainst: Sendosono first choiceagainst: Lob, Postal, Postalytics, Sendoso
Three alternatives
Postalytics, Reachdesk, SendosoTwo alternatives
PFL Direct Mail Platform, PostGridFive alternatives
PFL, PostGrid, Postalytics, Reachdesk, SendosoOne alternative
PostGridGemini 3.5 FlashSendosoSendosoHeldLob, PostGridagainst: InkitLob, Postalagainst: Reachdesk, Sendosono first choiceagainst: Click2Mail, LetterStream, Mailjoy, PRINTgenie, Postal, Reachdesk, Sendoso
Four alternatives
B2BMail, Lob, PFL, ReachdeskThree alternatives
Lob, PFL, ReachdeskFive alternatives
PFL, Poplar, PostPilot, Postalytics, PostieTwo alternatives
PostGrid, PostalyticsPerplexity SonarReachdeskLobChangedLobagainst: Docsmit Mail, SphereMailPostalyticsno first choiceagainst: Click2Mail, Lob, PostGrid, Postal, RRD, Reachdesk, Sendoso
One alternative
PostalyticsThree alternatives
Click2Mail, PFL, PostalyticsFour alternatives
Inkit, PFL, Postie, Quadient InspireTwo alternatives
Lob, PFLGrok 4.1 FastLobLobHeldLobLobagainst: Click2Mail, PostGrid, Postalytics, PostcardManiano first choiceagainst: Click2Mail, Lob, PostGrid, PostPilot, Sendoso
Three alternatives
PostGrid, Postal, PostalyticsThree alternatives
PFL Direct Mail Platform, PostGrid, SendosoFive alternatives
PFL, PostGrid, Postalytics, Reachdesk, SendosoOne alternative
OppiziMistral SmallLobPFLChangedLobQuadient Inspireno first choiceagainst: Lob, PostGrid
Two alternatives
PFL, PostalyticsTwo alternatives
Gunderson Direct, TacticSeven alternatives
Inkit, PFL, PostGrid, Postalytics, Postie, Reachdesk, SendosoOne alternative
OppiziDeepSeek V4 FlashPFLLobChangedLobLobagainst: Postal, Postalytics, Quadient Inspire, Reachdesk, Rejoiner, Sendosono first choiceagainst: Stannpagainst: Click2Mail, DirectMail2.0, Lob, PostGrid, Postie, Reachdesk, Sendoso, Snackmagic, Stannp, Swagmagic
Three alternatives
Lob, Postalytics, ReachdeskTwo alternatives
PFL, SendosoSix alternatives
CM.com, PFL, PostGrid, Postalytics, Reachdesk, SendosoOne alternative
PFL Direct Mail PlatformThree alternatives
DirectMail.io, Lob, PostGridLlama 4 MaverickReachdeskno first choiceChangedLob, PFLno first choiceLobnothing named
Two alternatives
Lob, Quadient InspireTwo alternatives
DirectMail.io, PostGridQwen 3.7 FlashOppizi, PostalyticsQuadientChangedLobOppiziLob, PostGridagainst: Maple, PostGrid, PostPilot, Sendoso, SimpliPost
Five alternatives
CM.com, Lob, PostGrid, Printbox, SendosoTwo alternatives
Lob, Swag.comFour alternatives
PFL Direct Mail Platform, PostGrid, Postie, SendosoTwo alternatives
Lob, PostGridTwo alternatives
Inkit, SendosoKimi K2Lob, PFLLobChangedLobPostGridagainst: PFL, PostalyticsLobagainst: Boingnet, Docsmit, Lob, PFL, PostGrid, Sendoso
Three alternatives
Postalytics, Reachdesk, SendosoThree alternatives
PFL, Postalytics, SendosoSix alternatives
PFL, PostGrid, Postalytics, Quadient Inspire, Reachdesk, SendosoOne alternative
LobThree alternatives
PostGrid, Postal, SendosoGLM 4.7 FlashXPostalytics, SendosoLobChangedLobLobagainst: Oppizino first choiceagainst: Lob, PostGrid
Three alternatives
Lob, Oppizi, PostGridTwo alternatives
Quadient Inspire, SendosoFour alternatives
Inkit, PostGrid, Postalytics, SendosoTwo alternatives
DirectMail.io, PostGridMiniMax M2.5SendosoSendosoHeldSendosoLob, PostGridagainst: PostalyticsLob, PostGrid, Sendosoagainst: Alyce, Lob, PFL, PostGrid, Snackmagic, Stadium, Swagmagic
Three alternatives
Lob, PostGrid, ReachdeskFour alternatives
HubSpot Marketing Hub, Lob, PFL Direct Mail Platform, PostalFour alternatives
Lob, PFL, PostGrid, PostalyticsOne alternative
OppiziGPT-6 LunaPFLPFLHeldLobPostalyticsagainst: Sendosono first choiceagainst: Lob, Postalytics, Sendoso
Two alternatives
Lob, SendosoOne alternative
LobFour alternatives
DirectMail.io, PFL, PostGrid, RRDOne alternative
LobMuse Glimmer 30BLob, PFL Direct Mail Platform, Postal, SendosoLobChangedagainst: SendosoLob, PostalyticsOppiziagainst: Lob, Postalyticsno first choiceagainst: Lob, PostGrid, Postal, Reachdesk, Sendoso
Three alternatives
Alyce, PostGrid, PostalyticsOne alternative
PFLTwo alternatives
Click2Mail, PFLBold 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 | 2026-10-01 12:18 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:25 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:08 | yes | 11 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 14:06 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:21 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:32 | yes | 22 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:48 | yes | 19 | 50 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:43 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:05 | yes | 14 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:07 | yes | 17 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:00 | yes | 21 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:06 | yes | 17 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:05 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:31 | yes | 14 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:47 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:24 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:28 | yes | 15 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:25 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:12 | yes | 21 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:53 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:01 | yes | 23 | 47 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:28 | yes | 10 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:59 | yes | 20 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:17 | yes | 9 | 48 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:51 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:20 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:42 | yes | 15 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:44 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:49 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:31 | yes | 22 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:18 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:33 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:53 | yes | 8 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:53 | yes | 25 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:02 | yes | 17 | 59 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:28 | yes | 22 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:20 | yes | 22 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:43 | yes | 25 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:54 | yes | 7 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:32 | yes | 22 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:12 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:34 | yes | 5 | 11 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:37 | yes | 17 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 14:01 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:38 | yes | 19 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:01 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:26 | yes | 23 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:20 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:38 | yes | 12 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:42 | yes | 25 | 57 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:42 | yes | 23 | 118 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:38 | yes | 16 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:22 | yes | 2 | 27 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:07 | yes | 18 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:31 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:03 | yes | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:45 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:10 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:25 | yes | 20 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:50 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:20 | yes | 22 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:19 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:26 | yes | 9 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 18 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:42 | yes | 14 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:27 | yes | 5 | 61 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:03 | yes | 5 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:02 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:38 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:22 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:34 | yes | 17 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:31 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:48 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:26 | yes | 15 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:58 | yes | 24 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:38 | yes | 15 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:20 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:00 | yes | 24 | 201 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:55 | yes | 15 | 22 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:10 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:20 | yes | 23 | 26 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
B2BMail
Docsmit
Docsmit Mail
MailPro
Maple
Merch.co
PFL Direct Mail
PRINTgenie
QuickLink
Rejoiner
SimpliPost
SphereMail
Tactic
Discontinued, still offered
No shut-down product was recommended here.