Zero of fourteen models named Whistlelink first on the direct prompt; one named Case IQ. Whistlelink was named by thirteen of the fourteen models and Case IQ by eight and Whistlelink carries 30 labels and Case IQ 11, 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.
| 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.
“"Cliff pricing". Moving from one headcount band to the next ... can result in a steep jump in monthly costs.” Gemini 3.5 Flash · budget prompt · soft negative
“For most small businesses, Whistlelink and EthicsPoint Essentials are the best balance of affordability, ease of use, and compliance.” Mistral Small · budget prompt · first choice
“Popular options for your scale include FaceUp, Whistlelink, and Vault Platform for their balance of features and affordability.” Grok 4.1 Fast · scale prompt · first choice
“Whistlelink and FaceUp stand out as the best whistleblowing and investigation platforms based on affordability” Grok 4.1 Fast · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best overall fit: Case IQ — ... I would choose Case IQ because the available results emphasize the core features a mid-sized company usually needs most” Perplexity Sonar · paraphrase prompt · first choice
“My default pick: Case IQ” GPT-6 Luna · direct prompt · first choice
“A useful candidate when investigation handling and reporting are as important as the reporting channel itself.” 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.