Two of fourteen models named Whistleblower Software first on the direct prompt; zero named AllVoices. Whistleblower Software was named by eight of the fourteen models and AllVoices by nine and Whistleblower Software carries 17 labels and AllVoices 15, so the shares are not directly comparable.
Named in one category this edition.
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 whistleblowing and investigations page.
Across every category in the October 2026 Edition, Whistleblower Software and AllVoices were named in the same answer eight times, of the 44 answers naming Whistleblower Software and the 36 naming AllVoices. In those answers AllVoices took the first choice zero times and Whistleblower Software two.
| 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.
“Solid mid-tier with advanced encryption/case workflows, but pricier starter.” Grok 4.1 Fast · budget prompt · soft negative
“the best whistleblowing and investigation platform for a mid-market B2B company is Whistleblower Software (by Formalize)” GLM 4.7 FlashX · direct prompt · first choice
“looks like the strongest low-cost option from the pricing I found” GPT-5.4 mini · budget prompt · first choice
“Best Overall for Mid-Market Compliance & Simplicity” Grok 4.1 Fast · direct 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.
“For a standard, tech-forward mid-sized B2B company, AllVoices is the most well-rounded option to build a positive culture of trust.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Top Recommendation: AllVoices ... For most mid-sized B2B companies, I'd start with AllVoices.” Kimi K2 · paraphrase prompt · first choice
“Consider it when employee accessibility and HR workflows are central; validate whether its controls and compliance capabilities fit your program.” 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.