One of fourteen models named Litmus first on the direct prompt; zero named MailReach. Litmus was named by fourteen of the fourteen models and MailReach by ten and Litmus carries 21 labels and MailReach 25, 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 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 email deliverability and testing tools page.
Across every category in the November 2026 Edition, Litmus and MailReach were named in the same answer twenty-three times, of the 68 answers naming Litmus and the 59 naming MailReach. In those answers MailReach took the first choice zero times and Litmus zero.
| 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. Five of six in this category shown.
“Caveat: These are primarily design/rendering testing tools. Their inbox placement features are secondary.” Kimi K2 · paraphrase prompt · soft negative
“Overkill (and pricey) for mid-sized teams; better for enterprises” DeepSeek V4 Flash · paraphrase prompt · soft negative
“I'd generally recommend Litmus if your priority is email testing, QA, rendering previews, and team workflow” GPT-5.4 mini · paraphrase prompt · first choice
“Best Overall for Marketing Workflow & Outlook Testing: Litmus” Gemini 3.5 Flash · paraphrase prompt · first choice
“Marketing team sending campaigns: Litmus + GlockApps” GPT-5.4 mini · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“MailReach helps discover domains and draft outreach, though its verification isn't independently validated.” Muse Glimmer 30B · negative prompt · soft negative
“Often criticized for superficial insights ... followed by heavy upselling” Grok 4.20 · negative prompt · soft negative
“Best Overall Recommendation: MailReach” Claude Haiku 4.5 · paraphrase prompt · first choice
“an email deliverability monitoring and warm-up platform that combines inbox placement testing, domain reputation tracking, and automated warm-up” Claude Haiku 4.5 · comparative prompt · alternative
“MailReach is the alternative when the priority is outbound cold email warm-up + placement bundled together” Muse Glimmer 30B · paraphrase 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.