MangoApps vs Workvivo
Zero of fourteen models named MangoApps first on the direct prompt; one named Workvivo. MangoApps was named by seven of the fourteen models and Workvivo by eight and MangoApps carries 15 labels and Workvivo 10, so the shares are not directly comparable.
Named in three 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.
By framing
MangoAppsFirst choices, of fourteen modelsWorkvivo
Every model, every framing
| 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 | | |
MangoApps Workvivo first choice named as an alternative argued againstblank: not namedEach cell is one answer, MangoApps on the left and Workvivo on the right.The direct prompt
Workvivo first, MangoApps not the choice
1 of 14 modelsMangoApps was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
MangoApps—not namedWorkvivo0%#– of 11MangoApps2%#6 of 13Workvivo2%#7 of 13What the models said about MangoApps
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“less frontline-focused but good for hybrid B2B” Grok 4.20 · direct prompt · soft negative
“Blink / MangoApps: Strong all-in-one platforms (HR + Comms + Scheduling). Good for replacing multiple silos.” Qwen 3.7 Flash · scale prompt · first choice
“Enterprise-grade frontline communication with full workflow depth across comms, operations, HR and learning on one platform.” Muse Glimmer 30B · comparative prompt · alternative
“Strong on backend integrations and avoiding "bolted-on" features; frequently shortlisted alongside WorkJam and Staffbase.” Grok 4.20 · comparative prompt · alternative
What the models said about Workvivo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Avoid enterprise-focused tools like Staffbase or Workvivo, which are significantly more expensive” DeepSeek V4 Flash · budget prompt · hard negative
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.