Whistleblowing and investigations for enterprise buyers
Asked as “whistleblowing and investigation platform”, and as “ethics hotline and case management tool”, on behalf of an enterprise B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
32%
Contested · NAVEX EthicsPoint 11%
32NAVEX One11NAVEX EthicsPoint11NAVEX One EthicsPoint Essentials46others
32% of first choices, contested.
Since October 2026▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.NAVEX One held the lead, −3 points on 35%, inside the 13-point 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.Standing →Enterprise
NAVEX One32%Contested▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.This page
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.Standing →EnterpriseNAVEX One32%Contested▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01NAVEX One32%9%47endorsed leader▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.35% → 32%
NAVEX One32%9%47endorsed leader▼−3Since October 2026: 35% → 32%, −3 points. Inside the 13-point floor: within noise.35% → 32%02
NAVEX EthicsPoint11%8%12accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%
NAVEX EthicsPoint11%8%12accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%03Whistlelink7%7%28accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 13-point floor: within noise.4% → 7%
Whistlelink7%7%28accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 13-point floor: within noise.4% → 7%04
Case IQ4%7%29accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise.6% → 4%
Case IQ4%7%29accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 13-point floor: within noise.6% → 4%06
SpeakUp4%12%24accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%
SpeakUp4%12%24accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 13-point floor: within noise.7% → 4%07EQS Integrity Line2%3%32accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
08
Whispli2%8%26accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%
Whispli2%8%26accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 13-point floor: within noise.6% → 2%09
Ethico2%0%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Ethico2%0%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%10
Whistleblower Software2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Whistleblower Software2%8%13accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%11
Convercent2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise.0% → 2%
Convercent2%7%14accepted 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
13
FaceUp0%18%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
FaceUp0%18%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%12
HR Acuity0%12%17accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%
HR Acuity0%12%17accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304
0506E07
080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01NAVEX One32%
NAVEX One32%02NAVEX EthicsPoint11%
NAVEX EthicsPoint11%03Whistlelink7%
Whistlelink7%04Case IQ4%
Case IQ4%05Mitratech Syntrio4%
Mitratech Syntrio4%06SpeakUp4%
SpeakUp4%07EQS Integrity Line2%
08Whispli2%
Whispli2%09Ethico2%
Ethico2%10Whistleblower Software2%
Whistleblower Software2%11Convercent2%
Convercent2%12HR Acuity0%
HR Acuity0%13FaceUp0%
FaceUp0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna 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 One9%
4 of 47 labels negative · 4 of 14 models
“Major incumbents like NAVEX (formerly EthicsPoint) and DRI International are industry standards but have historically been criticized for complex pricing models and legacy interfaces.” Qwen 3.7 Flash, negative prompt
FaceUp18%
3 of 17 labels negative · 3 of 14 models
“Products such as FaceUp, Whistlelink, or Whistleblower Software may be appropriate for a straightforward reporting channel, but should not be assumed to support complex multinational investigations” Perplexity Sonar, negative prompt
SpeakUp12%
3 of 24 labels negative · 3 of 14 models
“Enterprise GRC suites – NAVEX One / Convercent / SpeakUp etc. ... pricing is quote-based on organization size, scope and modules.” Muse Glimmer 30B, budget prompt
Google Forms100%
2 of 2 labels negative · 2 of 14 models · 2 hard negative
“Generic or Non-Specialized Tools (e.g., Standard Survey Builders, Ticketing Systems, or Shared Inboxes like Google Forms, Microsoft Forms, Jira... Why avoid or be cautious?” Grok 4.20, 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
79 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. 1074 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 · NAVEX49 answers · 125 citations · 14 models
vendor site · Lead Change Group35 answers · 67 citations · 9 models
31 answers · 31 citations · 9 models
30 answers · 43 citations · 9 models
vendor site · G229 answers · 38 citations · 12 models
vendor site · Whistlelink27 answers · 40 citations · 12 models
21 answers · 23 citations · 9 models
20 answers · 27 citations · 9 models
vendor site · EQS17 answers · 19 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · HR Acuity16 answers · 25 citations · 10 models
vendor site · Whispli15 answers · 23 citations · 10 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.
31 answers · 9 models
31 answers · 9 models
27 answers · 11 models
21 answers · 11 models
17 answers · 9 models
14 answers · 8 models
14 answers · 9 models
14 answers · 9 models
13 answers · 8 models
13 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| NAVEX One navex.com NAVEX One 32%, NAVEX EthicsPoint 11%, NAVEX One EthicsPoint Essentials 11%, NAVEX One Whistleblowing & Incident Management 2% | 55% | 90 | 880 | 26 | 21,159 | 48 | 1 | |
| Whistlelink whistlelink.com | 7% | 107 | 30 | 0 | 1,564 | 9 | ||
| Ethicontrol ethicontrol.com | 5% | 12 | 10 | 0 | 126 | |||
| Case IQ caseiq.com | 4% | 68 | 590 | 20 | 11,839 | 37 | ||
| Mitratech mitratech.com Mitratech Syntrio 4% | 4% | 49 | 3,600 | 159 | 46,305 company | $10,768 | 106 | |
| SpeakUp speakup.com | 4% | 50 | 5,400 | 61 | 5,292 | 14 | ||
| EthicsPoint | 4% | 4,400 | 144 | |||||
| VoxWel voxwel.com | 4% | 13 | 10 | 0 | 13 | |||
| Trusty trusty.report Trusty.report 2%, Trusty 2% | 4% | 7 | ||||||
| EQS Integrity Line | 2% | 50 | 0 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (g2.com, hracuity.com, navex.com). 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 an enterprise B2B company?”Paraphrase“Which ethics hotline and case management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade whistleblowing and investigation platforms and how do they differ?”Budget-constrained“What is the best whistleblowing and investigation platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a whistleblowing and investigation platform. What should we look at?”Negative“Which whistleblowing and investigation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5SpeakUpno first choiceChangedNAVEX OneVoxWel, Whistlelinkagainst: EQS Integrity Line, FaceUp, NAVEX One, SpeakUp, Whisplino first choicenothing named
Four alternatives
Confide Platform, EQS Integrity Line, NAVEX One, WhispliEight alternatives
AllVoices, EQS Integrity Line, FaceUp, GlobaLeaks, HR Acuity, SpeakUp, Whispli, Whistleblower SoftwareGPT-5.4 miniNAVEX One Whistleblowing & Incident Managementagainst: FaceUp, WhispliNAVEX EthicsPointChangedNAVEX One Whistleblowing & Incident Managementagainst: OneTrust Ethics / Ethics & Compliance reporting and case workflowsEthico, NAVEX Oneno first choicenothing named
Two alternatives
Case IQ, SpeakUpFour alternatives
Convercent, Ethico, Mitratech, SafecallThree alternatives
NAVEX WhistleB, People Intouch, SAI360 Ethics & Compliance / hotline + case managementGemini 3.5 FlashNAVEX OneNAVEX OneHeldNAVEX OneWhispliagainst: Case IQ, NAVEX EthicsPointno first choicenothing named
Three alternatives
EQS Group, HR Acuity, Vault PlatformThree alternatives
CaseIQ, OneTrust Ethics & Compliance, Vault PlatformFive alternatives
Case IQ, Diligent Speak Up Manager, EQS Group, HR Acuity, Work ShieldTwo alternatives
EQS IntegrityLine, Whistleblower SoftwarePerplexity SonarNAVEX OneNAVEX One EthicsPoint EssentialsChangedNAVEX One, SpeakUpagainst: AllVoices, Formalize Whistleblower SoftwareSpeakUpno first choiceagainst: AllVoices, FaceUp, HR Acuity, Whistleblower Software, Whistlelink
Three alternatives
Case IQ, SpeakUp, WhispliThree alternatives
Case IQ, Ethico — MyCM, Mitratech SyntrioFour alternatives
Diligent Speak Up Manager, EQS Integrity Line, Ethico, WhispliOne alternative
Whistleblower SoftwareGrok 4.20NAVEX OneNAVEX OneHeldNAVEX Oneagainst: Red Flag Reporting, SpeakUp, WhistleBlower SecurityNAVEX Oneagainst: Case IQNAVEX Oneagainst: Google Forms, Jira, Microsoft Forms, SecureDrop
Two alternatives
Convercent, FaceUpFour alternatives
EQS Integrity Line, Ethico, Mitratech Syntrio, WhistleBlower SecurityFour alternatives
EQS Integrity Line, FaceUp, WhistleB, WhistlelinkThree alternatives
Mitratech Syntrio, Whistleblower Software, WhistlelinkFive alternatives
Case IQ, HR Acuity, Mitratech Syntrio, Whistleblower Software, WhistlelinkMistral SmallEQS Integrity Line, WhistlelinkMitratech Syntrio, NAVEX EthicsPointChangedNAVEX OneWhistleblower Software, WhistlelinkConvercent, LRN Catalyst Voice, NAVEX Onenothing named
Two alternatives
FaceUp, NAVEX EthicsPointTwo alternatives
Ethico — MyCM, WhistlelinkFour alternatives
EQS Integrity Line, FaceUp, Resolver, WhistleBOne alternative
EthicontrolTwo alternatives
Ethixbase360, OneTrustDeepSeek V4 FlashNAVEX OneNAVEX One EthicsPoint EssentialsChangedNAVEX OneWhistlelinkNAVEX EthicsPointnothing named
Three alternatives
EQS Integrity Line, Mitratech Syntrio, Whistleblower SoftwareTwo alternatives
HR Acuity, Mitratech SyntrioFive alternatives
Case IQ, Culture Shift, Deloitte Conduct Watch, EQS SpeakUp, WhispliThree alternatives
Case IQ, NAVEX One, Trusty.reportFour alternatives
EQS, SpeakUp, Whispli, WhistlelinkLlama 4 Maverickno first choiceno first choiceHeldno first choiceNAVEX Oneno first choicenothing named
Three alternatives
CLUE#ZO, Case IQ, FactorialQwen 3.7 FlashNAVEX OneNAVEX One EthicsPoint EssentialsChangedno first choiceVoxWelno first choiceagainst: DRI International, NAVEX One
Two alternatives
Case IQ, FaceUpOne alternative
Mitratech SyntrioFour alternatives
Convercent, FaceUp, NAVEX One, WhistlelinkKimi K2Case IQ, NAVEX OneNAVEX One EthicsPoint EssentialsChangedNAVEX EthicsPointNAVEX One EthicsPoint EssentialsNAVEX EthicsPointagainst: Google Forms, ServiceNow, SurveyMonkey, Zendesk
Three alternatives
Mitratech Syntrio, OneTrust Convercent, Work ShieldThree alternatives
Ethico, Mitratech Syntrio, SAI360Five alternatives
Case IQ, EQS Integrity Line, HR Acuity, Mitratech Syntrio, WhistlelinkFour alternatives
Case IQ, Trusty.report, Vault Platform, VispatoThree alternatives
EQS Integrity Line, SpeakUp, WhispliGLM 4.7 FlashXNAVEX OneNAVEX OneHeldNAVEX OneTrusty.reportno first choicenothing named
Three alternatives
Case IQ, FaceUp, HR AcuityTwo alternatives
Case IQ, Mitratech SyntrioThree alternatives
EQS Integrity Line, Mitratech Syntrio, WhistlelinkFour alternatives
NAVEX EthicsPoint, Transparente, Whispli, WhistlelinkMiniMax M2.5Mitratech Syntrio, NAVEX EthicsPointNAVEX OneChangedNAVEX OneEthicontrol, Trustyagainst: WhistlelinkEthicsPoint, NAVEX Oneagainst: HR Acuity, SAI360nothing named
One alternative
WhistlelinkTwo alternatives
EQS Integrity Line, WhistlelinkSeven alternatives
EQS Integrity Line, FaceUp, HR Acuity, SpeakUp Manager, Whispli, WhistleB, WhistlelinkOne alternative
NAVEX EthicsPointThree alternatives
Case IQ, Mitratech Syntrio, WhispliGPT-6 LunaCase IQNAVEX EthicsPointChangedEQS Integrity Line, NAVEX One EthicsPointEthicontrolno first choiceagainst: EthicsPoint, NAVEX One
Two alternatives
EQS Integrity Line, NAVEX One EthicsPoint EssentialsOne alternative
EQS Integrity LineFive alternatives
Case IQ, HR Acuity, Mitratech Syntrio, SpeakUp, WhispliTwo alternatives
EQS Integrity Line, NAVEX OneMuse Glimmer 30BEthicsPoint, NAVEX OneNAVEX One EthicsPoint EssentialsChangedNAVEX OneEthicontrolagainst: Convercent, NAVEX One, SpeakUpno first choiceagainst: Convercent Whistleblowing Platform
Five alternatives
Convercent, EQS, EQS Integrity Line, Lighthouse Services / Syntrio, WhistlelinkThree alternatives
EQS Integrity Line, Mitratech Syntrio, WhistlelinkThree alternatives
FaceUp, OneTrust Convercent, SpeakUpTwo alternatives
Trusty, VispatoBold 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 10:45 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:41 | yes | 3 | 11 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 11:54 | yes | 14 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:30 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 10 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:44 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 20 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:10 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | yes | 10 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:58 | yes | 15 | 63 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:56 | yes | 14 | 132 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:34 | yes | 5 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:40 | yes | 23 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:04 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:45 | yes | 3 | 6 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 12:15 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:55 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:52 | yes | 19 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:00 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:38 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 19 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:35 | yes | 21 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:50 | yes | 12 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:58 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 13 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 16 | 15 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | yes | 3 | 8 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 09:48 | yes | 12 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 11 | 41 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 25 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:38 | yes | 21 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:51 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 9 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 10 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 23 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | yes | 22 | 68 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 7 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:17 | yes | 23 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:40 | yes | 13 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:48 | 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 11:45 | yes | 9 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 18 | 42 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:46 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:41 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:07 | yes | 25 | 82 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:54 | yes | 24 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:39 | yes | 24 | 159 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:21 | yes | 24 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 23 | 36 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 27 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 5 | 7 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 11:50 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:43 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 14 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 25 | 18 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:29 | yes | 19 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:39 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:09 | yes | 20 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:21 | yes | 14 | 118 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 10 | 45 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 5 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:39 | yes | 33 | 16 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 2 | 9 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 08:56 | yes | 11 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:39 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 25 | 41 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:40 | yes | 10 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:36 | yes | 25 | 77 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:17 | yes | 24 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:16 | yes | 25 | 441 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:35 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:31 | yes | 25 | 30 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
Diligent (Vault / Speak Up Manager) read as Diligent Speak Up Manager
NAVEX read as NAVEX One
NAVEX (EthicsPoint / NAVEX One) read as NAVEX One
NAVEX (EthicsPoint / WhistleB) read as NAVEX One
NAVEX (EthicsPoint) read as NAVEX One
NAVEX (NAVEX One / EthicsPoint) read as NAVEX One
NAVEX (formerly EthicsPoint) read as NAVEX One
NAVEX (formerly EthicsPoint/NAVEX One) read as NAVEX One
NAVEX Global read as NAVEX One
Unresolved, counted raw
CaseIQ (Formerly i-Sight)
Convercent Whistleblowing Platform
DRI International
Deloitte Conduct Watch
Diligent Vault
EQS Compliance COCKPIT
EQS IntegrityLine (by EQS Group)
EQS SpeakUp
Exiger/EthicsPoint
Exponent
FaceUp Technology
Formalize Whistleblower Software
Kaseware
LRN Catalyst Voice
Lighthouse Services / Syntrio
NAVEX One EthicsPoint
NAVEX One Whistleblowing & Incident Management
OneTrust Convercent
OneTrust Ethics
OneTrust Ethics & Compliance (Formerly Convercent)
OneTrust Ethics / Ethics & Compliance reporting and case workflows
Ontic
People Intouch
SAI360 Ethics & Compliance / hotline + case management
Safe-Whistle
SpeakUp Manager (by Diligent)
Transparente
Discontinued, still offered
No shut-down product was recommended here.