Ten of twelve models named Postalytics first on the direct prompt; zero named Lob. Both were named by all twelve models and Postalytics carries 54 labels and Lob 48, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the print page.
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“unlocking their automated CRM triggers ... requires upgrading to paid plans that cost $199 to $499+ per month” Gemini 3.5 Flash · budget prompt · hard negative
“No A/B Testing: Missing this important feature” GLM 4.7 FlashX · negative prompt · hard negative
“Cumbersome UI: Learning curve for users not in the product daily” MiniMax M2.5 · negative prompt · soft negative
“Start with Postalytics Free Plan if you want the most robust features with a free tier. It offers the best balance of functionality” GLM 4.7 FlashX · budget prompt · first choice
“Most mid-market B2B companies will find Postalytics to be the best balance of functionality, ease of use, and integration capabilities” Mistral Small · direct prompt · first choice
“Most mid-market B2B companies find Postalytics the best balance of ease-of-use, marketing integrations, and flexible pricing.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms to Avoid on a Tight Budget- Lob — Great API, but the $260–550/month platform fee” DeepSeek V4 Flash · budget prompt · hard negative
“SaaS "Subscription Traps" to Avoid on a Budget ... they are not ideal for tight budgets” Gemini 3.5 Flash · budget prompt · hard negative
“Steep Learning Curve: Complex API documentation and lack of guidance for non-developers” GLM 4.7 FlashX · negative prompt · hard negative
“Postalytics or Lob are strong starting points if you want CRM-connected marketing automation” Kimi K2 · scale prompt · first choice
“1. Lob - API-First Platform ... Lob - Complete REST API, webhook support, postal IQ routing” GLM 4.7 FlashX · comparative prompt · first choice
“Choose PostGrid or Lob if you want API-first, developer-controlled automation” Perplexity Sonar · comparative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.