Eight of fourteen models named GlockApps first on the direct prompt; one named Litmus. Both were named by all fourteen models and GlockApps carries 57 labels and Litmus 21, 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, GlockApps and Litmus were named in the same answer fifty-nine times, of the 161 answers naming GlockApps and the 68 naming Litmus. In those answers Litmus took the first choice five times and GlockApps twenty-five.
| 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.
“Seed-list placement testers such as GlockApps, Unspam, or similar tools: useful for directional comparisons, but test accounts do not behave like real subscribers” Perplexity Sonar · negative prompt · soft negative
“GlockApps primarily uses syntax and DNS checks, which can miss subtle delivery issues like greylisting or role account filters.” Muse Glimmer 30B · negative prompt · soft negative
“Tools like GlockApps, Mail-Tester, and similar seed-list platforms have significant limitations” DeepSeek V4 Flash · negative prompt · soft negative
“The best email deliverability tool for a mid-market B2B company is GlockApps, as it offers the best all-in-one diagnostics for mid-market teams.” Llama 4 Maverick · direct prompt · first choice
“GlockApps is cited as the most comprehensive email deliverability platform for testing where mail lands across Gmail, Outlook, Yahoo and others” Muse Glimmer 30B · direct prompt · first choice
“Top-rated for scheduled inbox placement testing, spam scoring, and heatmap reports... Often praised as the best balance of features and cost.” Grok 4.20 · 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.
“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
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.