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Whistleblowing and investigations · November 2026 Edition

Case IQ vs Whispli

One of fourteen models named Case IQ first on the direct prompt; one named Whispli. Case IQ was named by thirteen of the fourteen models and Whispli by seven and Case IQ carries 20 labels and Whispli 13, so the shares are not directly comparable.

Case IQ

accepted challenger

Named in two categories this edition.

Whispli

accepted challenger

Named in one category this edition.

First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#7A position in a field of 13; printed, not drawn.
Labels2013A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Case IQ reading right to left. Rank and label count are printed, not drawn.Whistlelink was named alongside these two in twelve of the fourteen direct answers. Whistlelink vs Case IQ · Whistlelink vs Whispli · Whistleblower Software vs Case IQ

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.
Case IQFirst choices, of fourteen modelsWhispli
Direct11
Paraphrase11
Comparative00
Budget-constrained00
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 November 2026 Edition, Case IQ and Whispli were named in the same answer twenty-one times, of the 68 answers naming Case IQ and the 49 naming Whispli. In those answers Whispli took the first choice one time and Case IQ zero.

Every model, every framing

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

The direct prompt

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

Case IQ first, Whispli not the choice

1 of 14 modelsWhispli was named in the answer but not as the choice, or not at all.
GPT-6 LunaCase IQ alternatives: EQS Integrity Line, Ethico, NAVEX One

Whispli first, Case IQ not the choice

1 of 14 modelsCase IQ was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashFaceUp, Whispli alternatives: NAVEX One, Vault Platform, Whistlelink

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Whistleblower Software alternatives: AllVoices, Ethico, FaceUp, VoxWel, Whispli, Whistlelink
GPT-5.4 miniEthico alternatives: Case IQ, FaceUp, Whispli
Perplexity SonarWhistlelink alternatives: Formalize, Whispli, Whistleblower Software
Qwen 3.7 FlashWhistlelink alternatives: Case IQ
Kimi K2Whistlelink alternatives: AllVoices, Case IQ, NAVEX WhistleB
GLM 4.7 FlashXAllVoices alternatives: Case IQ, NAVEX EthicsPoint, WeMoral, Whistlelink
MiniMax M2.5Whistlelink alternatives: Case IQ, NAVEX One, WhistleB

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.20Whistleblower Software alternatives: AllVoices, FaceUp, Whistlelink
Mistral SmallSpeakUp, Whistlelink alternatives: EQS Integrity Line, Mitratech Syntrio
DeepSeek V4 FlashWhistleblower Software alternatives: AllVoices, FaceUp Whistleblowing System, Whistlelink
Llama 4 MaverickWhistlelink alternatives: NAVEX EthicsPoint, Red Flag Reporting, SpeakUp
Muse Glimmer 30BWhistlelink alternatives: NAVEX EthicsPoint, Syntrio / Mitratech

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
Level: the same share of first choices.
Case IQ0%#7 of 10
Whispli0%#9 of 10
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Case IQ4%#5 of 13
Whispli4%#7 of 13
The full mid-market standing →
Enterprise
Case IQ leads by two points.
Case IQ4%#4 of 13
Whispli2%#8 of 13
The full enterprise standing →

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.

“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

What the models said about Whispli

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Whispli – *Best Overall for Modern & User-Friendly Case Management*” Gemini 3.5 Flash · paraphrase prompt · first choice
“request demos from Whispli and FaceUp” Gemini 3.5 Flash · direct prompt · first choice
“Whispli is an enterprise whistleblowing and case-management platform with AI-powered voice intake and transcription” Claude Haiku 4.5 · 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.