One of fourteen models named Lob first on the direct prompt; zero named Thanks.io. Lob was named by fourteen of the fourteen models and Thanks.io by nine and Lob carries 57 labels and Thanks.io 10, so the shares are not directly comparable.
Named in three categories this edition.
founded 2017. Named in two categories this edition.
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the print page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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.
“Lob - is not recommended for teams that are not technical, need global reach, or are budget-sensitive.” Llama 4 Maverick · negative prompt · hard negative
“It is best avoided if you are not technical, need global reach, or are budget-sensitive.” Mistral Small · negative prompt · hard negative
“Lob — scrutinize total cost and ease of use. G2 reviewers report that costs can become steep at higher volumes, billing can be confusing” GPT-6 Luna · negative prompt · soft negative
“Ranked first by Lister for "teams managing complex direct mail at scale, and uses intelligent routing to speed up delivery and reduce costs."” Muse Glimmer 30B · comparative prompt · first choice
“Tops many lists for API-driven scale, intelligent routing (faster/cheaper delivery), nationwide print network, and address verification.” Grok 4.20 · negative prompt · first choice
“If you have a developer team and need programmatic/transactional mail: Choose Lob or PostGrid for their API maturity and scale.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Thanks.io — *Best Overall for SMBs & B2B Lead Generation*” Gemini 3.5 Flash · budget prompt · first choice
“Serves API teams and DIY senders, and creates hyper-realistic handwriting indistinguishable from personal notes.” Muse Glimmer 30B · comparative prompt · alternative
“More approachable for smaller, relationship-driven mail programs than a full performance-marketing stack.” GPT-6 Luna · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.