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Whistleblowing and investigations · October 2026 Edition

Whistleblower Software vs Case IQ

Two 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 eight and Whistleblower Software carries 17 labels and Case IQ 11, so the shares are not directly comparable.

Whistleblower Software

accepted challenger

Named in one category this edition.

Case IQ

accepted challenger

Named in two categories this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 12; printed, not drawn.
Labels1711A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Whistleblower Software reading right to left. Rank and label count are printed, not drawn.FaceUp was named alongside these two in nine of the fourteen direct answers. FaceUp vs Whistleblower Software · FaceUp vs Case IQ · Whistlelink vs Whistleblower Software

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Whistleblower SoftwareFirst choices, of fourteen modelsCase IQ
Direct21
Paraphrase01
Comparative00
Budget-constrained101 against Whistleblower Software
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Whistleblower Software and Case IQ were named in the same answer eleven times, of the 44 answers naming Whistleblower Software and the 50 naming Case IQ. In those answers Case IQ took the first choice one time and Whistleblower Software one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Whistleblower Software and Case IQ stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Whistleblower Software Case IQ first choice named as an alternative argued againstblank: not namedEach cell is one answer, Whistleblower Software on the left and Case IQ on the right.

The direct prompt

The plain question, one answer per model, grouped by where Whistleblower Software and Case IQ stood in it.

Whistleblower Software first, Case IQ not the choice

2 of 14 modelsCase IQ was named in the answer but not as the choice, or not at all.
Grok 4.1 FastWhistleblower Software alternatives: FaceUp, NAVEX One
GLM 4.7 FlashXWhistleblower Software alternatives: EQS Integrity Line, NAVEX One, Whistlelink

Case IQ first, Whistleblower Software not the choice

1 of 14 modelsWhistleblower Software was named in the answer but not as the choice, or not at all.
GPT-6 LunaCase IQ alternatives: Ethico, HR Acuity, NAVEX One

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniWhispli alternatives: Ethico, SpeakUp, Whistleblower Software
Gemini 3.5 FlashFaceUp alternatives: HR Acuity, Whistleblower Software, Whistlelink
Perplexity SonarWhispli alternatives: FaceUp, NAVEX One, Whistleblower Software
DeepSeek V4 FlashFaceUp alternatives: Case IQ, WeMoral, Whistleblower Software
Muse Glimmer 30BFaceUp alternatives: AllVoices, Case IQ, WhistleBlower Security

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5FaceUp alternatives: AllVoices, SpeakUp Report, VoxWel, Whispli
Mistral SmallFaceUp alternatives: AllVoices, Safecall
Llama 4 MaverickOrdio alternatives: NAVEX One, NotMe, WhistleBlower Security
Qwen 3.7 FlashWhispli alternatives: AllVoices, Ethico
Kimi K2FaceUp alternatives: EQS Integrity Line, Ethicontrol
MiniMax M2.5FaceUp, NAVEX One alternatives: OneTrust EthicalTrack

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Whistleblower Software leads by two points.
Whistleblower Software3%#5 of 10
Case IQ2%#9 of 10
The full small business standing →
Mid-marketThe figures above
Whistleblower Software leads by two points.
Whistleblower Software6%#6 of 12
Case IQ4%#8 of 12
The full mid-market standing →
Enterprise
The order flips: Case IQ leads at enterprise.
Case IQ6%#4 of 11
Whistleblower Software0%#– of 11
The full enterprise standing →

What the models said about Whistleblower Software

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

What the models said about Case IQ

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
Also compared

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.