Three of fourteen models named Whispli first on the direct prompt; two named Whistleblower Software. Whispli was named by eight of the fourteen models and Whistleblower Software by eight and Whispli carries 12 labels and Whistleblower Software 17, 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 whistleblowing and investigations page.
Across every category in the October 2026 Edition, Whispli and Whistleblower Software were named in the same answer twelve times, of the 57 answers naming Whispli and the 44 naming Whistleblower Software. In those answers Whistleblower Software took the first choice zero times and Whispli four.
| 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. Three of four in this category shown.
“if you want a single default recommendation, I'd lean Whispli for mid-market B2B” GPT-5.4 mini · direct prompt · first choice
“Whispli is the most commonly cited best-fit for mid-market teams” Muse Glimmer 30B · paraphrase prompt · first choice
“the strongest all-around choice is usually Whispli” Perplexity Sonar · direct prompt · first choice
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
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.