Whistleblowing and investigations
Asked as “whistleblowing and investigation platform”, and as “ethics hotline and case management tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
27%
Contested · Whistleblower Software 12%
27Whistlelink12Whistleblower Software10FaceUp52others
27% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Whistlelink (27%) replaces FaceUp (25% then, 10% now), 17 points clear, past the 13-point floor.Whistlelink leads at 27%, replacing FaceUp, which led at 25% and stands at 10% now: 17 points clear, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Whistlelink22%Contested↗new leaderNew leader since October 2026: Whistlelink (22%) replaces FaceUp (23% then, 18% now), 4 points clear, inside the 13-point floor.Standing →Mid-marketWhistlelink27%Contested↗new leaderNew leader since October 2026: Whistlelink (27%) replaces FaceUp (25% then, 10% now), 17 points clear, past the 13-point floor.This pageEnterprise
NAVEX One32%Contested▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.Standing →
Whistlelink22%Contested↗new leaderNew leader since October 2026: Whistlelink (22%) replaces FaceUp (23% then, 18% now), 4 points clear, inside the 13-point floor.Standing →Mid-marketWhistlelink27%Contested↗new leaderNew leader since October 2026: Whistlelink (27%) replaces FaceUp (25% then, 10% now), 17 points clear, past the 13-point floor.This pageEnterpriseNAVEX One32%Contested▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Whistlelink27%0%36accepted challenger▲+14Since October 2026: 13% → 27%, +14 points. Past the 13-point floor: movement.13% → 27%
Whistlelink27%0%36accepted challenger▲+14Since October 2026: 13% → 27%, +14 points. Past the 13-point floor: movement.13% → 27%02
Whistleblower Software12%6%17accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise.6% → 12%
Whistleblower Software12%6%17accepted challenger▲+6Since October 2026: 6% → 12%, +6 points. Inside the 13-point floor: within noise.6% → 12%03
FaceUp10%0%28accepted challenger▼−15Since October 2026: 25% → 10%, −15 points. Past the 13-point floor: movement.25% → 10%
FaceUp10%0%28accepted challenger▼−15Since October 2026: 25% → 10%, −15 points. Past the 13-point floor: movement.25% → 10%04
Ethico8%0%12accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%
Ethico8%0%12accepted challenger▲+6Since October 2026: 2% → 8%, +6 points. Inside the 13-point floor: within noise.2% → 8%05
Case IQ4%0%20accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
Case IQ4%0%20accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%06
AllVoices4%7%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%
AllVoices4%7%15accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 13-point floor: within noise.4% → 4%07
Whispli4%0%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%
Whispli4%0%13accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 13-point floor: within noise.8% → 4%08
GlobaLeaks2%12%17accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
GlobaLeaks2%12%17accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%09NAVEX One2%32%31criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise.8% → 2%
NAVEX One2%32%31criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise.8% → 2%10
NAVEX EthicsPoint2%29%17criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
NAVEX EthicsPoint2%29%17criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%11
SpeakUp2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
SpeakUp2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
13SecureDrop0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
12EQS Integrity Line0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Whistlelink vs Case IQWhistlelink vs AllVoicesWhistlelink vs WhispliWhistlelink vs GlobaLeaksWhistleblower Software vs FaceUpWhistleblower Software vs EthicoWhistleblower Software vs Case IQWhistleblower Software vs AllVoicesWhistleblower Software vs WhispliWhistleblower Software vs GlobaLeaksFaceUp vs EthicoFaceUp vs Case IQFaceUp vs AllVoicesFaceUp vs WhispliFaceUp vs GlobaLeaksEthico vs Case IQEthico vs AllVoicesEthico vs WhispliEthico vs GlobaLeaksCase IQ vs AllVoicesCase IQ vs WhispliCase IQ vs GlobaLeaksAllVoices vs WhispliAllVoices vs GlobaLeaksWhispli vs GlobaLeaks
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708091011E12
S13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Whistlelink27%
Whistlelink27%02Whistleblower Software12%
Whistleblower Software12%03FaceUp10%
FaceUp10%04Ethico8%
Ethico8%05Case IQ4%
Case IQ4%06AllVoices4%
AllVoices4%07Whispli4%
Whispli4%08GlobaLeaks2%
GlobaLeaks2%09NAVEX One2%
NAVEX One2%10NAVEX EthicsPoint2%
NAVEX EthicsPoint2%11SpeakUp2%
SpeakUp2%12EQS Integrity Line0%
13SecureDrop0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
NAVEX One32%
10 of 31 labels negative · 7 of 14 models
“it's often overbuilt and more expensive for mid-sized B2B firms... Many reviews note it's "overpriced" for this segment.” Grok 4.20, paraphrase prompt
SpeakUp32%
6 of 19 labels negative · 6 of 14 models
“Legacy enterprise tools (like NAVEX EthicsPoint or SpeakUp) can cost thousands annually and require long setup times.” Gemini 3.5 Flash, budget prompt
NAVEX EthicsPoint29%
5 of 17 labels negative · 5 of 14 models · 1 hard negative
“What to Avoid for Mid-Market ... "overbuilt and overpriced for most mid-market buyers."” Kimi K2, direct prompt
WikiLeaks
100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Platforms to Approach with Caution WikiLeaks - While historically significant for publishing classified information, WikiLeaks' mass publication of personal data is at odds with the site's claim to have championed privacy” Claude Haiku 4.5, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 899 links across 214 sites, every framing counted. Ranked by the number of answers carrying the site or page. 2 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · NAVEX30 answers · 53 citations · 12 models
30 answers · 49 citations · 10 models
vendor site · Lead Change Group27 answers · 50 citations · 11 models
vendor site · G221 answers · 36 citations · 12 models
vendor site · Whistlelink20 answers · 27 citations · 10 models
vendor site · Ordio17 answers · 21 citations · 8 models
15 answers · 34 citations · 7 models
14 answers · 19 citations · 9 models
14 answers · 14 citations · 5 models
14 answers · 14 citations · 7 models
vendor site · SpeakUp13 answers · 16 citations · 6 models
vendor site · FirstHR13 answers · 13 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
18 answers · 11 models
15 answers · 7 models
14 answers · 7 models
14 answers · 8 models
13 answers · 8 models
13 answers · 6 models
12 answers · 5 models
11 answers · 4 models
11 answers · 6 models
9 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “whistleblowing and investigation platform”, “whistleblowing and investigation platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Whistlelink whistlelink.com | 27% | 107 | 30 | 0 | 1,564 | 9 | ||
| Whistleblower Software whistleblowersoftware.com | 12% | 59 | 170 | 2 | 73 | 13 | ||
| FaceUp faceup.com | 10% | 81 | 1,600 | 24 | 40,841 | 38 | 4 | |
| Ethico ethico.com | 8% | 30 | 1,300 | 27 | 3,125 | 34 | ||
| Case IQ caseiq.com | 4% | 68 | 590 | 20 | 11,839 | 37 | ||
| AllVoices allvoices.co | 4% | 36 | 1,000 | 5 | 258,973 | 16 | ||
| Whispli whispli.com | 4% | 47 | 140 | 22 | 119 | |||
| EthicsPortal ethicsportal.eu | 4% | 13 | ||||||
| Mitratech mitratech.com Mitratech Syntrio 4% | 4% | 49 | 3,600 | 159 | 46,305 company | $10,768 | 106 | |
| NAVEX One navex.com NAVEX One 2%, NAVEX EthicsPoint 2% | 4% | 90 | 880 | 26 | 21,159 | 48 | 1 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (g2.com, navex.com, sourceforge.net). The first result for “whistleblowing and investigation platform” is navex.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best whistleblowing and investigation platform for a mid-market B2B company?”Paraphrase“Which ethics hotline and case management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top whistleblowing and investigation platforms and how do they differ?”Budget-constrained“What is the best whistleblowing and investigation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a whistleblowing and investigation platform. What should we look at?”Negative“Which whistleblowing and investigation platforms should I avoid or be cautious about?”
Claude Haiku 4.5Whistleblower Softwareagainst: EQS, NAVEX One, SpeakUpno first choiceChangedno first choicePebb, VoxWelno first choiceagainst: WikiLeaks
Six alternatives
AllVoices, Ethico, FaceUp, VoxWel, Whispli, WhistlelinkNine alternatives
AllVoices, Case IQ, Confide Platform, EQS Integrity Line, FaceUp, GlobaLeaks, NAVEX One, SpeakUp, WhispliThree alternatives
FaceUp, TrueSpeak, WhistlelinkGPT-5.4 miniEthicoEthicoHeldno first choiceFaceUpagainst: NAVEX One, SpeakUpno first choicenothing named
Three alternatives
Case IQ, FaceUp, WhispliOne alternative
NAVEX SMB BundleEight alternatives
Case IQ, FaceUp, HR Acuity, NAVEX One, Whispli, WhistleBlower Security, Whistleblower Software, WhistlelinkTwo alternatives
Whistleblower Software, WhistlelinkGemini 3.5 FlashFaceUp, WhispliWhispliChangedagainst: NAVEX Oneno first choiceFaceUp, Whistleblower Softwareagainst: NAVEX EthicsPoint, SpeakUpno first choiceagainst: Google Forms, SurveyMonkey, Typeform
Three alternatives
NAVEX One, Vault Platform, WhistlelinkThree alternatives
EQS Integrity Line, Ethico, FaceUpEight alternatives
AllVoices, Case IQ, EQS Integrity Line, FaceUp, HR Acuity, NAVEX One, Whispli, Work ShieldFour alternatives
EasyWhistle, GlobaLeaks, SafeHotline, WhistlelinkPerplexity SonarWhistlelinkagainst: EthicsPoint, NAVEX One, SpeakUpMitratech SyntrioChangedagainst: NAVEX OneNAVEX OneWhistlelinkagainst: AllVoices, Formalize, Whistleblower Softwareno first choicenothing named
Three alternatives
Formalize, Whispli, Whistleblower SoftwareThree alternatives
Case IQ, Ethico, WhistlelinkEight alternatives
AllVoices, EQS Integrity Line, Ethico, FaceUp, SpeakUp, Whispli, Whistleblower Software, WhistlelinkOne alternative
FaceUpGrok 4.20Whistleblower Softwareagainst: EthicsPoint, NAVEX OneEthicoChangedagainst: NAVEX OneNAVEX OneSafeHotlineagainst: B2i, Convercent, NAVEX One, Phoenix Whistleblowing SoftwareWhistleblower Softwareagainst: Cryptome, EU Sanctions Whistleblower Tool, Integrity Line, WikiLeaks
Three alternatives
AllVoices, FaceUp, WhistlelinkThree alternatives
AllVoices, SAFE Hotline, WhistlelinkTen alternatives
Case IQ, Confidly, Culture Shift, EQS Integrity Line, FaceUp, HR Acuity, Mitratech, Resolver, Whistleblower Software, WhistlelinkFour alternatives
Ethicontrol, Incogneato, Whistleblower Software, WhistlelinkFive alternatives
EQS Integrity Line, FaceUp, NAVEX One, SAI360, SyntrioMistral SmallSpeakUp, WhistlelinkWhistlelinkChangedagainst: NAVEX EthicsPointno first choiceFaceUpno first choiceagainst: GlobaLeaks, SecureDrop
Two alternatives
EQS Integrity Line, Mitratech SyntrioTwo alternatives
Mitratech Syntrio, SAFE HotlineTwo alternatives
Whistleblower Software, WhistlelinkDeepSeek V4 FlashWhistleblower Softwareagainst: NAVEX EthicsPoint, NAVEX One, SpeakUpWhistlelinkChangedNAVEX Oneagainst: WikiLeaksWhistleblower Softwareno first choiceagainst: Clean, Crime Stoppers / Navigate360, Mitratech Syntrio
Three alternatives
AllVoices, FaceUp Whistleblowing System, WhistlelinkThree alternatives
Ethico, Mitratech Syntrio, NAVEX EthicsPointEight alternatives
Case IQ, FaceUp, GlobaLeaks, Mitratech Syntrio, Resolver, SecureDrop, SpeakUp, Whistleblower SoftwareFour alternatives
Ashio, FaceUp Whistleblowing System, NAVEX One EthicsPoint Essentials, Trusty.reportLlama 4 MaverickWhistlelinkWhistlelinkHeldno first choiceno first choiceno first choicenothing named
Three alternatives
NAVEX EthicsPoint, Red Flag Reporting, SpeakUpTwo alternatives
NAVEX EthicsPoint, SpeakUpQwen 3.7 FlashWhistlelinkagainst: NAVEX EthicsPointAllVoicesChangedConvercentWhistlelinkagainst: NAVEX Oneno first choiceagainst: Navigate360 / P3 Global Intel
One alternative
Case IQTwo alternatives
Convercent, SAI360Five alternatives
AllVoices, Case IQ, FaceUp, NAVEX One, OpenBlowTwo alternatives
B2i, FaceUpTwo alternatives
SpeakUp, WhistlelinkKimi K2Whistlelinkagainst: NAVEX EthicsPointMitratech SyntrioChangedno first choiceEthicsPortal, Trusty.reportagainst: Incgneatono first choiceagainst: Bellingcat, OCCRP, WikiLeaks
Three alternatives
AllVoices, Case IQ, NAVEX WhistleBTwo alternatives
Case IQ, NAVEX One — EthicsPoint EssentialsEight alternatives
Case IQ, EQS Integrity Line, EthicsPortal, Fraud.net, GlobaLeaks, NAVEX One, Polonious, SecureDropThree alternatives
GlobaLeaks, NAVEX EthicsPoint, VoxWelGLM 4.7 FlashXAllVoicesEthico, NAVEX EthicsPointChangedno first choiceFraud Hotline, SAFE Hotline, Trustyno first choicenothing named
Four alternatives
Case IQ, NAVEX EthicsPoint, WeMoral, WhistlelinkOne alternative
Case IQTwo alternatives
EthicsPortal, WhistlelinkMiniMax M2.5WhistlelinkConvercent, NAVEX OneChangedno first choiceEthicsPortalno first choiceagainst: GlobaLeaks, SecureDrop
Three alternatives
Case IQ, NAVEX One, WhistleBTwo alternatives
NAVEX EthicsPoint, OpenWhistleGPT-6 LunaCase IQCase IQHeldno first choiceWhistlelinkno first choicenothing named
Three alternatives
EQS Integrity Line, Ethico, NAVEX OneThree alternatives
EQS Integrity Line, NAVEX One, WhistlelinkNine alternatives
Case IQ, Diligent Speak Up Manager, EQS Integrity Line, Ethico, EthicsPoint, HR Acuity, NAVEX One, SpeakUp, WhispliOne alternative
PhoenixMuse Glimmer 30BWhistlelinkagainst: SpeakUpFaceUp, WhistlelinkChangedno first choiceGlobaLeaks, OpenWhistleno first choiceagainst: Al-Jazeera Transparency Unit, EU Sanctions Whistleblower Tool, Secret, WSJ SafeHouse, Whisper
Two alternatives
NAVEX EthicsPoint, Syntrio / MitratechTwo alternatives
Ethico's MyCM, NAVEX EthicsPointTwo alternatives
SafeHotline, WeMoralBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:04 | yes | 13 | 12 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:21 | yes | 9 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:39 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 11 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:49 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 22 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:52 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:59 | yes | 15 | 58 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:05 | yes | 20 | 64 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 24 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:38 | yes | 10 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:12 | yes | 20 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:32 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:16 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:21 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:08 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 8 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:54 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:41 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:58 | yes | 24 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:23 | yes | 14 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:14 | no | 0 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:40 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:45 | yes | 12 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 13 | 44 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 22 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:58 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 22 | 94 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:19 | yes | 20 | 51 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:44 | no | 0 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:15 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:31 | yes | 9 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 15 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:50 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:28 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:05 | yes | 7 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:15 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 32 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:41 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 22 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:39 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:51 | yes | 9 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:27 | yes | 25 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:21 | yes | 13 | 105 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:41 | yes | 23 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:38 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:17 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:34 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:12 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:10 | yes | 15 | 37 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:23 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:32 | yes | 23 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:45 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:03 | no | 0 | 80 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:08 | yes | 15 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:03 | no | 0 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:54 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:38 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:48 | yes | 27 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:31 | no | 0 | 18 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:38 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 14 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:03 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:27 | yes | 24 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:30 | yes | 10 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:40 | yes | 25 | 37 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:41 | yes | 22 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | yes | 23 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 2 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | yes | 19 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Diligent read as Diligent Speak Up Manager
Mitratech Syntrio Standard Hotline read as Mitratech Syntrio
NAVEX read as NAVEX One
NAVEX (EthicsPoint / NAVEX One) read as NAVEX One
NAVEX (EthicsPoint) read as NAVEX One
NAVEX (NAVEX One / EthicsPoint) read as NAVEX One
NAVEX Global (EthicsPoint) read as NAVEX One
Unresolved, counted raw
2Whistle
Al-Jazeera Transparency Unit
Bellingcat
CROSStrax
Clean
Compliance.ai
ComplianceLine
Crime Stoppers / Navigate360 (P3 Tip Platform)
Cryptome
DocumentCloud
EnCase
Ethico's MyCM
Ethics & Compliance Hotline (LRN)
Ethics360
FTK (Forensic Toolkit)
Fraud Hotline (FraudHL)
Fraud.net
Google Pinpoint
Incgneato
Incident Tracker
Integrity Line
JD Supra Compliance
Magnet AXIOM
NAVEX One — EthicsPoint Essentials
NAVEX SMB Bundle
Navigate360 / P3 Global Intel
Polonious
Relativity (aiR)
ReportLine
Secret
SecureLine
Speakout by Safecall
Syntrio (Mitratech)
Syntrio / Mitratech
WSJ SafeHouse
Whisper
Whispr
WhistleHub
WhistleSystem
Whistleblower
Discontinued, still offered
No shut-down product was recommended here.