One of fourteen models named Ethico first on the direct prompt; zero named GlobaLeaks. Ethico was named by nine of the fourteen models and GlobaLeaks by nine and Ethico carries 12 labels and GlobaLeaks 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.
| 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. Three of four in this category shown.
“my practical pick would be Ethico if you want the best balance of whistleblowing hotline + case management + human support” GPT-5.4 mini · direct prompt · first choice
“my default recommendation would be Ethico if you want a purpose-built ethics hotline plus case management in one platform” GPT-5.4 mini · paraphrase prompt · first choice
“I recommend Ethico as the top choice for an ethics hotline combined with case management.” Grok 4.20 · paraphrase 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.
“Some widely known platforms, such as GlobaLeaks and SecureDrop, are discussed in academic literature as having significant risks for whistleblowers.” Mistral Small · negative prompt · soft negative
“GlobaLeaks had a URL validation vulnerability (responsibly disclosed and fixed)” MiniMax M2.5 · negative prompt · soft negative
“platforms like GlobaLeaks (open-source, ISO 37002 compliant) and SecureDrop ... are widely recommended for their strong security features” GLM 4.7 FlashX · negative prompt · first choice
“Established platforms like SecureDrop, GlobaLeaks, and other specialized whistleblowing software typically emphasize these security features” Claude Haiku 4.5 · negative prompt · first choice
“Truly no budget and technical staff: GlobaLeaks / OpenWhistle. You get full control and zero licence fees” Muse Glimmer 30B · budget 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.