Whistleblowing and investigations for small business buyers
Asked as “whistleblowing and investigation platform”, and as “ethics hotline and case management tool”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
22%
Contested · SAFE Hotline 20%
22Whistlelink20SAFE Hotline18FaceUp40others
22% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Whistlelink (22%) replaces FaceUp (23% then, 18% now), 4 points clear, inside the 13-point floor.Whistlelink leads at 22%, replacing FaceUp, which led at 23% and stands at 18% now: 4 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Whistlelink22%0%43accepted challenger=heldSince October 2026: 22% → 22%, ±0 points. Inside the 13-point floor: within noise.22% → 22%
Whistlelink22%0%43accepted challenger=heldSince October 2026: 22% → 22%, ±0 points. Inside the 13-point floor: within noise.22% → 22%02
SAFE Hotline20%0%15accepted challenger▲+18Since October 2026: 2% → 20%, +18 points. Past the 13-point floor: movement.2% → 20%
SAFE Hotline20%0%15accepted challenger▲+18Since October 2026: 2% → 20%, +18 points. Past the 13-point floor: movement.2% → 20%03
FaceUp18%11%36accepted challenger▼−5Since October 2026: 23% → 18%, −5 points. Inside the 13-point floor: within noise.23% → 18%
FaceUp18%11%36accepted challenger▼−5Since October 2026: 23% → 18%, −5 points. Inside the 13-point floor: within noise.23% → 18%04
Whistleblower Software10%3%31accepted challenger▲+7Since October 2026: 3% → 10%, +7 points. Inside the 13-point floor: within noise.3% → 10%
Whistleblower Software10%3%31accepted challenger▲+7Since October 2026: 3% → 10%, +7 points. Inside the 13-point floor: within noise.3% → 10%05
NAVEX EthicsPoint2%22%18accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%
NAVEX EthicsPoint2%22%18accepted challenger▼−3Since October 2026: 5% → 2%, −3 points. Inside the 13-point floor: within noise.5% → 2%Show the five products at 0%, ordered by negative rate
10NAVEX One0%90%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
NAVEX One0%90%20criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
Whispli0%30%10criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%
Whispli0%30%10criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%08
Qualee0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Qualee0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%06
AllVoices0%15%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%
AllVoices0%15%13accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 13-point floor: within noise.3% → 0%07
Case IQ0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Case IQ0%14%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 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 small business.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Whistlelink22%
Whistlelink22%02SAFE Hotline20%
SAFE Hotline20%03FaceUp18%
FaceUp18%04Whistleblower Software10%
Whistleblower Software10%05NAVEX EthicsPoint2%
NAVEX EthicsPoint2%06AllVoices0%
AllVoices0%07Case IQ0%
Case IQ0%08Qualee0%
Qualee0%09Whispli0%
Whispli0%10NAVEX One0%
NAVEX One0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 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 One90%
18 of 20 labels negative · 10 of 14 models · 2 hard negative
“Enterprise-heavy options like NAVEX or Resolver are excluded as they're less ideal for small teams due to custom/ high pricing and complexity.” Grok 4.20, comparative prompt
NAVEX EthicsPoint22%
4 of 18 labels negative · 4 of 14 models · 1 hard negative
“small companies need to avoid enterprise-focused providers (like NAVEX EthicsPoint, EQS, or OneTrust)” Gemini 3.5 Flash, budget prompt
FaceUp11%
4 of 36 labels negative · 4 of 14 models
“platforms like FaceUp sometimes receive feedback regarding "buggy" dashboard interactions or steep learning curves for new administrators” Qwen 3.7 Flash, negative prompt
GlobaLeaks71%
5 of 7 labels negative · 4 of 14 models
“GlobaLeaks, for example, is free software, but its documentation describes installation and advanced security configuration... The license price isn't the total cost if your business lacks someone responsible for hosting” GPT-6 Luna, 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
77 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. 954 links across 182 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.
40 answers · 78 citations · 11 models
40 answers · 61 citations · 10 models
vendor site · NAVEX35 answers · 60 citations · 13 models
29 answers · 36 citations · 9 models
vendor site · Lead Change Group28 answers · 47 citations · 10 models
28 answers · 38 citations · 12 models
vendor site · G225 answers · 39 citations · 12 models
vendor site · Mitratech21 answers · 24 citations · 11 models
vendor site · Whistlelink19 answers · 23 citations · 9 models
vendor site · FirstHR19 answers · 19 citations · 10 models
vendor site · SafeHotline16 answers · 20 citations · 10 models
vendor site · FaceUp16 answers · 19 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.
28 answers · 9 models
25 answers · 11 models
23 answers · 10 models
21 answers · 9 models
19 answers · 10 models
17 answers · 8 models
15 answers · 9 models
14 answers · 7 models
13 answers · 8 models
13 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 | 22% | 107 | 30 | 0 | 1,564 | 9 | ||
| SafeHotline safehotline.com SAFE Hotline 20%, SafeHotline 2% | 22% | 20 | 260 | 0 | 434 | 36 | ||
| FaceUp faceup.com FaceUp 18%, FaceUp Whistleblowing System 2% | 20% | 81 | 1,600 | 24 | 40,841 | 38 | 4 | |
| Whistleblower Software whistleblowersoftware.com | 10% | 59 | 170 | 2 | 73 | 13 | ||
| ithikios | 4% | |||||||
| Mitratech mitratech.com Mitratech Syntrio 4% | 4% | 49 | 3,600 | 159 | 46,305 company | $10,768 | 106 | |
| NAVEX EthicsPoint navex.com NAVEX EthicsPoint 2%, NAVEX One EthicsPoint Essentials 0% | 2% | 47 | 880 | 26 | 21,159 | 48 | 1 | |
| WeMoral wemoral.com | 2% | 15 | ||||||
| Ashio | 2% | |||||||
| Disclosurely disclosurely.com | 2% | 3 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (faceup.com, 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 small B2B company?”Paraphrase“Which ethics hotline and case management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top whistleblowing and investigation platforms for a small team and how do they differ?”Budget-constrained“What is the best whistleblowing and investigation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a whistleblowing and investigation platform. What should we look at?”Negative“Which whistleblowing and investigation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5FaceUpno first choiceChangedFaceUp, WalorTrueSpeakagainst: GlobaLeaksno first choiceagainst: NAVEX One
Three alternatives
Walor, Whistleblower Software, WhistlelinkThree alternatives
Case IQ, HourSquare, Whistleblower SoftwareFive alternatives
EthicsPortal, FaceUp, Walor, WeMoral, WhistlelinkGPT-5.4 miniWhistleblower Softwareagainst: WhispliNAVEX One Whistleblowing & Incident Management EssentialsChangedFaceUp, Whistleblower Softwareagainst: EthicsPoint, NAVEX One, SpeakUp, WhispliWhistleblower Softwareagainst: NAVEX Oneno first choiceagainst: SpeakUp, Whispli
Two alternatives
FaceUp, WhistlelinkOne alternative
SAI360One alternative
AllVoicesTwo alternatives
FaceUp, WhistlelinkGemini 3.5 FlashFaceUp, Whistlelinkagainst: NAVEX One, OneTrustFaceUpChangedFaceUpFaceUp Whistleblowing Systemagainst: EQS, NAVEX EthicsPoint, OneTrustWhistleblower Softwareagainst: NAVEX One, OneTrustagainst: Convercent, Diligent Speak Up Manager, Google Forms, Microsoft Forms, NAVEX One, OneTrust
Three alternatives
AllVoices, NAVEX One Compliance Essentials, Whistleblower SoftwareThree alternatives
Formalize, NAVEX One, WhistlelinkSix alternatives
AllVoices, EQS Integrity Line, EasyWhistle, Suggestion Ox, Vault Platform, Whistleblower SoftwareFive alternatives
GlobaLeaks, Hush Line, Whistleblower Software, Whistlelink, ithikiosFive alternatives
AllVoices, FaceUp, Spot, Vault Platform, WhispliPerplexity SonarFaceUpagainst: NAVEX One, SpeakUpWhistlelinkChangedagainst: Mitratech SyntrioFaceUp, Whistlelinkagainst: NAVEX OneFaceUpno first choiceagainst: AllVoices, EQS Integrity Line, NAVEX EthicsPoint, SpeakUp
Two alternatives
Whistleblower Software, WhistlelinkTwo alternatives
NAVEX One EthicsPoint Essentials, Red Flag ReportingFour alternatives
AllVoices, Case IQ, Whispli, Whistleblower SoftwareTwo alternatives
AllVoices, WhistlelinkGrok 4.20ithikiosagainst: NAVEX One, OpenBlowSAFE HotlineChangedagainst: i-SightFaceUp, ithikiosagainst: Case IQ, NAVEX One, Resolver, TalentHR's Safe voiceSafeHotlineagainst: Confidly, NAVEX One, ResolverWhistleblower Softwarenothing named
Two alternatives
FaceUp Whistleblowing System, Whistleblower SoftwareOne alternative
NAVEX EthicsPointFour alternatives
SafeHotline, VoxWel, Whistleblower Software, WhistlelinkTwo alternatives
Whistleblower Software, WhistlelinkFour alternatives
B2i Technologies, FaceUp, NAVEX EthicsPoint, Phoenix Whistleblowing SoftwareMistral SmallMitratech Syntrio, WhistlelinkMitratech SyntrioChangedagainst: NAVEX EthicsPointFaceUp Whistleblowing SystemWhistlelinkno first choiceagainst: GlobaLeaks, SecureDropagainst: FaceUp, NAVEX One
One alternative
SpotOne alternative
Phoenix Whistleblowing SoftwareFive alternatives
Case IQ, OpenBlow, Qualee, Resolver, SpotThree alternatives
B2i, Qualee, WeMoralDeepSeek V4 Flashithikiosagainst: Whistleblower SoftwareSAFE HotlineChangedagainst: NAVEX One, Phoenix WhistleblowingSafeHotline, WhistlelinkAshiono first choiceagainst: Bizneo HR, Factorial, Google Forms, Mitratech Syntrio, Personio, SurveyMonkey, Typeform
Two alternatives
FaceUp, WeMoralThree alternatives
EQS Integrity Line, NAVEX EthicsPoint, WhistlelinkFour alternatives
AllVoices, FaceUp, VoxWel, Whistleblower SoftwareThree alternatives
Confidly, EthicsPortal, WhistlelinkLlama 4 MaverickWhistlelinkSAFE HotlineChangedno first choiceWhistlelinkno first choicenothing named
Three alternatives
EthicsPoint, Red Flag Reporting, WhistlelinkQwen 3.7 FlashFaceUpagainst: Incogneato, QualeeSAFE HotlineChangedWhistlelink, ithikiosagainst: Incnogreato, NAVEX OneWhistlelinkno first choiceagainst: NAVEX Oneagainst: FaceUp, GlobaLeaks, HubSpot, Salesforce
Two alternatives
Case IQ, VispatoTwo alternatives
NAVEX One, WhistlelinkOne alternative
QualeeThree alternatives
B2i, Gendas, ithikiosTwo alternatives
Trusty, WhistlelinkKimi K2FaceUpSAFE HotlineChangedCase IQGlobaLeaksFaceUp, Whistleblower Software, Whistlelinkagainst: EQS, SpeakUpagainst: FaceUp, P3 Global Intel / Navigate360
Three alternatives
NAVEX EthicsPoint, SAFE Hotline, Whistleblower SoftwareOne alternative
NAVEX EthicsPointSix alternatives
EthicsPortal, FaceUp, NAVEX One EthicsPoint Essentials, Trusty.report, Whistlelink, ithikiosFive alternatives
FaceUp, SafeHotline, Trusty, VoxWel, WhistlelinkOne alternative
NAVEX EthicsPointGLM 4.7 FlashXDisclosurelyWhistlelinkChangedFaceUpagainst: AllVoices, Incnegato, NAVEX One, QualeeSAFE Hotlineno first choicenothing named
Four alternatives
Ethicontrol, NAVEX One EthicsPoint Essentials, WeMoral, iVoiceUpTwo alternatives
NAVEX EthicsPoint, SAFE HotlineThree alternatives
Case IQ, EthicsPoint, WhistlelinkFive alternatives
AllVoices, Case IQ, Phoenix Whistleblowing Software, Report It, WhistlelinkMiniMax M2.5Speakfully, WeMoralNAVEX EthicsPointChangedSafeHotlineTalentHRno first choicenothing named
Two alternatives
FaceUp Whistleblowing, Whistleblower SoftwareThree alternatives
Ethico, Global Ethics Solutions, Red Flag ReportingFive alternatives
FaceUp, NAVEX EthicsPoint, VoxWel, Whistleblower Software, WhistlelinkThree alternatives
Qualee, SAFE Hotline, Specialty Answering ServiceGPT-6 LunaFaceUpSAFE HotlineChangedWhistlelinkagainst: Case IQSAFE Hotlineagainst: GlobaLeaksno first choiceagainst: GlobaLeaks
Two alternatives
NAVEX EthicsPoint, Whistleblower SoftwareOne alternative
WhistlelinkFour alternatives
AllVoices, EQS Integrity Line, FaceUp, NAVEX One EthicsPoint EssentialsOne alternative
WhistlelinkMuse Glimmer 30BWhistlelinkagainst: NAVEX One, SpeakUpSAFE HotlineChangedWhistleblower Software, Whistlelinkagainst: FaceUp, NAVEX EthicsPointSAFE Hotline, Whistlelinkagainst: Qualee, TalentHRno first choiceagainst: Ethico Hotline Case Management, Incnegato, Mitratech Syntrio, NAVEX One, OpenBlow
Six alternatives
B2i, EthicsPortal, FaceUp Whistleblowing System, Formalize, Spot, Whistleblower SoftwareOne alternative
NAVEX One EthicsPoint EssentialsFour alternatives
Qualee, SAFE Hotline, SpeakUp, WhispliBold 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 11:42 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:07 | yes | 4 | 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 12:35 | yes | 11 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:00 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 13 | 41 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:46 | yes | 23 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:19 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:37 | yes | 16 | 52 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 13 | 221 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:35 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 3 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 14 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:57 | no | 0 | 3 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:42 | yes | 2 | 4 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 11:34 | yes | 10 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:56 | yes | 25 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:06 | yes | 5 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:01 | yes | 17 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:17 | yes | 22 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:26 | yes | 19 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:44 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 11 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:17 | yes | 19 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:56 | yes | 5 | 10 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 09:02 | yes | 13 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:28 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 24 | 44 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:43 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:17 | yes | 10 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | yes | 13 | 53 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:47 | yes | 18 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:45 | yes | 24 | 73 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:59 | yes | 14 | 29 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:18 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:27 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:45 | yes | 4 | 6 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 11:12 | yes | 10 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:47 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 5 | 51 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:36 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 22 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:45 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:48 | yes | 19 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:23 | yes | 13 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | yes | 24 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:05 | yes | 18 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:50 | 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 11:13 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:23 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 15 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:30 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | yes | 25 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:59 | yes | 10 | 6 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:07 | yes | 13 | 50 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 15 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:59 | yes | 23 | 76 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | no | 0 | 51 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:36 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 5 | 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 10:44 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:02 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 15 | 40 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:43 | yes | 10 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:10 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:23 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:52 | yes | 23 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:20 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:46 | yes | 25 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:11 | no | 0 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 7 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:35 | yes | 22 | 33 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
NAVEX read as NAVEX One
NAVEX (EthicsPoint Enterprise) read as NAVEX One
NAVEX (or NAVEX One) read as NAVEX One
Unresolved, counted raw
EQS Integrity Line SMB
Ethical Advocate
Ethico Hotline Case Management
EthicsHub
FaceUp Whistleblowing
Global Ethics Solutions
HourSquare
Incnogreato
IntegrityLog
NAVEX One Compliance Essentials (WhistleB)
NAVEX One Whistleblowing & Incident Management Essentials
P3 Global Intel / Navigate360
Speak-Up Culture (by Sirota)
Speakfully
Specialty Answering Service
Suggestion Ox
TellJudge
WeTip
Whispir
Whistle Willow
heyData
iVoiceUp
Discontinued, still offered
No shut-down product was recommended here.