Three of fourteen models named Whistleblower Software first on the direct prompt; one named Case IQ. Whistleblower Software was named by eight of the fourteen models and Case IQ by thirteen and Whistleblower Software carries 17 labels and Case IQ 20, 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 November 2026 Edition, Whistleblower Software and Case IQ were named in the same answer eighteen times, of the 61 answers naming Whistleblower Software and the 68 naming Case IQ. In those answers Case IQ took the first choice zero times and Whistleblower Software zero.
| 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. Four of five in this category shown.
“More expensive than the cheapest options” Perplexity Sonar · budget prompt · soft negative
“Best for EU and international mid-market companies that need a GDPR-aware whistleblowing system with clear pricing, starting from ~€70/month” Claude Haiku 4.5 · direct prompt · first choice
“Strong for EU compliance, anonymous workflows, case management. Often praised for simplicity and global reach. Good for mid-sized firms.” Grok 4.20 · scale prompt · first choice
“My top recommendation overall for a company with a limited budget would be Whistleblower Software (Formalize) at €99/month” DeepSeek V4 Flash · 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.
“My default pick: Case IQ for a U.S.-based mid-market B2B company” GPT-6 Luna · direct prompt · first choice
“My default recommendation: Case IQ” GPT-6 Luna · paraphrase prompt · first choice
“best if you need a broader investigations/compliance suite and are willing to skew a bit more enterprise-oriented” GPT-5.4 mini · direct 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.