Five of fourteen models named Blink first on the direct prompt; zero named MangoApps. Blink was named by fourteen of the fourteen models and MangoApps by ten and Blink carries 49 labels and MangoApps 21, so the shares are not directly comparable.
Named in two categories this edition.
Named in three 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 frontline employee apps page.
Across every category in the October 2026 Edition, Blink and MangoApps were named in the same answer fifty times, of the 165 answers naming Blink and the 97 naming MangoApps. In those answers MangoApps took the first choice seven times and Blink ten.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Four of five in this category shown.
“no permanent free tier for the full feature set ... be aware it adds a recurring line item from day one” Qwen 3.7 Flash · budget prompt · soft negative
“Blink is built specifically for frontline and deskless workers... best for predominantly deskless, mid-market to enterprise organizations.” Claude Haiku 4.5 · direct prompt · first choice
“If communication is your primary need: Blink delivers the highest frontline adoption rates at an affordable per-user price.” Kimi K2 · direct prompt · first choice
“Stick to agile, mobile-first platforms like Blink or Connecteam for the fastest return on investment.” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“MangoApps | Enterprise mixed desk + frontline workforces | Unified super app with full workflow depth” GLM 4.7 FlashX · 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.