Board and investor reporting
Asked as “board reporting software”, and as “investor reporting tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
16%
Contested · Boardable 13%
16OnBoard13Boardable13Visible58others
16% of first choices, contested.
Since October 2026▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.OnBoard held the lead, −10 points on 26%, inside the 10-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
BoardPro27%Contested▼−2Since October 2026: 29% → 27%, −2 points. Inside the 10-point floor: within noise.Standing →Mid-market
OnBoard16%Contested▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.This pageEnterprise
Diligent Boards33%Contested▲+3Since October 2026: 30% → 33%, +3 points. Inside the 10-point floor: within noise.Standing →
BoardPro27%Contested▼−2Since October 2026: 29% → 27%, −2 points. Inside the 10-point floor: within noise.Standing →Mid-marketOnBoard16%Contested▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.This pageEnterpriseDiligent Boards33%Contested▲+3Since October 2026: 30% → 33%, +3 points. Inside the 10-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
01OnBoard16%12%41accepted challenger▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.26% → 16%
OnBoard16%12%41accepted challenger▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.26% → 16%02
Boardable13%3%30accepted challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 10-point floor: within noise.13% → 13%
Boardable13%3%30accepted challenger=heldSince October 2026: 13% → 13%, ±0 points. Inside the 10-point floor: within noise.13% → 13%03
AppDeck Board Portal9%0%15accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise.6% → 9%
AppDeck Board Portal9%0%15accepted challenger▲+3Since October 2026: 6% → 9%, +3 points. Inside the 10-point floor: within noise.6% → 9%04BoardPro7%7%27accepted challenger▼−2Since October 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise.9% → 7%
BoardPro7%7%27accepted challenger▼−2Since October 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise.9% → 7%05
Board Intelligence2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Board Intelligence2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%06
Zeck2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Zeck2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the seven products at 0%, ordered by negative rate
13Microsoft Power BI0%40%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
09Diligent Boards0%32%38criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Diligent Boards0%32%38criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
Nasdaq Boardvantage0%13%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Nasdaq Boardvantage0%13%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
BoardEffect0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
BoardEffect0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Azeus Convene0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Azeus Convene0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Cube0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Cube0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%11
Ideals Board0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Ideals Board0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 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 fifteen head-to-head pages: the top six products, each against each
OnBoard vs Board IntelligenceOnBoard vs ZeckBoardable vs AppDeck Board PortalBoardable vs BoardProBoardable vs Board IntelligenceBoardable vs ZeckAppDeck Board Portal vs BoardProAppDeck Board Portal vs Board IntelligenceAppDeck Board Portal vs ZeckBoardPro vs Board IntelligenceBoardPro vs ZeckBoard Intelligence vs Zeck
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 →
010203040506070809101112M13
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01OnBoard16%
OnBoard16%02Boardable13%
Boardable13%03AppDeck Board Portal9%
AppDeck Board Portal9%04BoardPro7%
BoardPro7%05Board Intelligence2%
Board Intelligence2%06Zeck2%
Zeck2%07BoardEffect0%
BoardEffect0%08Nasdaq Boardvantage0%
Nasdaq Boardvantage0%09Diligent Boards0%
Diligent Boards0%10Azeus Convene0%
Azeus Convene0%11Ideals Board0%
Ideals Board0%12Cube0%
Cube0%13Microsoft Power BI0%
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.
Diligent Boards32%
12 of 38 labels negative · 8 of 14 models · 2 hard negative
“Avoid enterprise platforms such as Diligent unless you need advanced compliance and governance features” Perplexity Sonar, budget prompt
Dropbox100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“Generic File Sharing & Email Attachments (Dropbox, Standard Google Drive, Outlook) ... Why to avoid: Sending board decks as email PDFs or via standard cloud folders creates major security compliance risks.” Gemini 3.5 Flash, negative prompt
Google Drive100%
5 of 5 labels negative · 5 of 14 models · 5 hard negative
“Organizations searching for the best board portal software are actively abandoning legacy solutions like Diligent and basic file-sharing tools like Google Drive.” Muse Glimmer 30B, negative prompt
SharePoint
83%
5 of 6 labels negative · 5 of 14 models · 3 hard negative
“Many nonprofits use the team collaboration software tools they're most familiar with – Dropbox, Google Drive, Sharepoint, Microsoft 365, and others... they also lack some key, unique features boards need” Muse Glimmer 30B, 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
76 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. 833 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page. 8 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 · Capterra30 answers · 55 citations · 12 models
24 answers · 42 citations · 11 models
vendor site · AppDeck23 answers · 37 citations · 10 models
vendor site · Guideflow18 answers · 21 citations · 9 models
vendor site · G217 answers · 25 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · Board Intelligence16 answers · 26 citations · 9 models
vendor site · Zeck16 answers · 22 citations · 8 models
vendor site · Fast.io15 answers · 17 citations · 7 models
vendor site · Sourceforge13 answers · 19 citations · 6 models
vendor site · Diligent12 answers · 27 citations · 8 models
vendor site · GetApp12 answers · 19 citations · 7 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.
20 answers · 10 models
19 answers · 10 models
16 answers · 9 models
12 answers · 8 models
11 answers · 7 models
10 answers · 8 models
9 answers · 7 models
9 answers · 8 models
8 answers · 6 models
8 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 “best board reporting software”, “board reporting software”, “board reporting tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| OnBoard onboardmeetings.com | 16% | 262 | 22,200 | 9,635 | 46,823 | $87,989 | 34 | 3 |
| Boardable boardable.com | 13% | 179 | 3,600 | 23 | 56,590 | 21 | 5 | |
| Visible visible.vc | 13% | 20 | 301,000 | 68,799 | 13,054 | 44 | ||
| AppDeck appdeck.com AppDeck Board Portal 9% | 9% | 37 | 20 | 0 | 185 company | |||
| Fairview getfairview.com | 9% | 30 | 90,500 | 10,961 | 9 | |||
| BoardPro boardpro.com | 7% | 202 | 390 | 20 | 3,012 | 2 | ||
| Maxio maxio.com | 4% | 151 | 2,400 | 49 | 32,891 | $518 | 59 | |
| Abacum abacum.ai | 4% | 60 | 1,300 | 18 | 79,014 | $26 | 16 | |
| Fathom fathomhq.com | 4% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| LivePlan liveplan.com | 4% | 54 | 4,400 | 95 | 216,928 | 32 |
Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (boardintelligence.com, diligent.com). The first result for “best board reporting software” is board-room.org.
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 board reporting software for a mid-market B2B company?”Paraphrase“Which investor reporting tool would you recommend to a mid-sized B2B company?”Comparative“What are the top board reporting tools and how do they differ?”Budget-constrained“What is the best board reporting software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a board reporting software. What should we look at?”Negative“Which board reporting tools should I avoid or be cautious about?”
Claude Haiku 4.5OnBoardJuniper SquareChangedno first choiceBoardProno first choicenothing named
Two alternatives
BoardEffect, GovendaTwo alternatives
Affinity, DynamoThree alternatives
BoardSpace, Boardable, LivePlanGPT-5.4 miniBoard Intelligence, OnBoardagainst: BoardProVisibleChangedDiligent Boards, Nasdaq BoardvantageBoardableno first choicenothing named
Two alternatives
Diligent Boards, Nasdaq BoardvantageThree alternatives
Carta, Irwin, PulleyFour alternatives
Board Intelligence, BoardEffect, Boardable, OnBoardThree alternatives
Azeus Convene, BoardPro, My Board ViewGemini 3.5 FlashMosaic, OnBoard, Zeckagainst: PigmentVisibleChangedno first choiceagainst: Microsoft Power BI, TableauBoardProagainst: Diligent Boards, Nasdaq Boardvantageno first choiceagainst: Dropbox, Looker, Microsoft Power BI, Outlook, Standard Google Drive, Tableau
Three alternatives
Cube, Datarails, GovendaFive alternatives
Baremetrics, Carta, ChartMogul, Mosaic.tech, PulleySix alternatives
Board Intelligence, Diligent Boards, OnBoard, Vena, Workiva, ZeckSeven alternatives
BoardCloud, Boardable, Causal, Fathom, I'mBoard, Pry, ZeckSix alternatives
Cube, Datarails, Diligent Boards, Nasdaq Boardvantage, OnBoard, WorkivaPerplexity SonarOnBoardAlephChangedagainst: Allvue, Dynamo, Juniper Squareno first choiceFathomagainst: Diligent Boardsno first choicenothing named
Three alternatives
Fairview, Planful, ProphixFour alternatives
Datarails, Fairview, Maxio, PlanfulTen alternatives
Aleph, Azeus Convene, Board Intelligence, BoardEffect, ClearPoint Strategy, Cube, Datarails, Diligent Boards, OnBoard, PlanfulTwo alternatives
AppDeck Board Portal, BoardableGrok 4.20OnBoardagainst: Diligent BoardsAbacumChangedagainst: Dynamo, Irwin, Juniper Square, Q4Diligent Boards, Nasdaq BoardvantageBoardableagainst: BoardProAppDeck Board Portal, OnBoardagainst: ClearPoint Strategy, Diligent Boardsagainst: BoardEffect, Boardable, Diligent Boards, Google Workspace, Nasdaq Boardvantage, OnBoard, SharePoint
Two alternatives
Board Intelligence, BoardableFour alternatives
Cube, Maxio Metrics, Planful, WorkivaThree alternatives
Boardable, Ideals Board, OnBoardTwo alternatives
Diliforce, Easy BoardTwo alternatives
BoardPro, BoardableMistral SmallFairviewFairview, VisibleChangedBoard, Diligent BoardsAppDeck Board Portal, Boardableno first choiceagainst: ChatGPT
Two alternatives
Azeus Convene, MosaicTwo alternatives
Carta, MaxioSix alternatives
BoardEffect, BoardPro, Ideals Board, Microsoft Power BI, OnBoard, TableauOne alternative
LivePlanDeepSeek V4 FlashOnBoardagainst: Diligent BoardsAbacum, VisibleChangedDiligent BoardsBoardProagainst: Diligent Boards, OnBoardno first choiceagainst: ChatGPT, Claude, Diligent Boards, Dropbox, Gemini, Google Drive, Google Sheets, Microsoft Excel, Nasdaq Boardvantage, SharePoint, WeTransfer
Two alternatives
BoardPro, Ideals BoardOne alternative
CartaSeven alternatives
Azeus Convene, BoardEffect, BoardPro, Boardable, Ideals Board, Nasdaq Boardvantage, OnBoardOne alternative
BoardableLlama 4 MaverickFairviewDrivetrainChangedno first choiceBoardableno first choiceagainst: Board, Diligent Boards, Dropbox, Google Drive, SharePoint
Three alternatives
BoardEffect, Mosaic, OnBoardThree alternatives
Abacum, Maxio, Standard MetricsTwo alternatives
AppDeck Board Portal, LivePlanQwen 3.7 FlashFairviewMaxioChangedDiligent BoardsLivePlanagainst: Microsoft Power BIno first choiceagainst: Boardex, Box, Diligent Boards, Dropbox, Google Drive, OnBoard, Workiva
Four alternatives
AppDeck Board Portal, BoardPro, OnBoard, ZeckFour alternatives
Carta, Pulley, Q4 Investor Relations, VisibleThree alternatives
AppDeck Board Portal, Nasdaq Boardvantage, OnBoardFour alternatives
AppDeck Board Portal, Boardable, Govenda, cfo.aiKimi K2AppDeck Board Portal, BoardProagainst: Diligent BoardsDynamo, MaxioChangedDiligent BoardsBoardable, Boardlyno first choiceagainst: CINC, Dropbox, Email, Google Drive, OnBoard, SharePoint, Workboard
Two alternatives
Board Intelligence, OnBoardOne alternative
CartaSix alternatives
Aprio Board Portal, Board Intelligence, BoardEffect, Nasdaq Boardvantage, OnBoard, ZeckFour alternatives
AppDeck Board Portal, Google Sheets, Notion, TaigaGLM 4.7 FlashXAppDeck Board PortalVisibleChangedBoard Intelligence, Diligent BoardsBoardable, LivePlanno first choiceagainst: Google Sheets, Microsoft Excel
Three alternatives
BoardPro, Fathom, OnBoardFour alternatives
Irwin, Microsoft Power BI, Q4, TableauSeven alternatives
BoardPro, Boardable, Ideals Board, IntelligenceBank, Nasdaq Boardvantage, OnBoard, dataSightsSix alternatives
AppDeck Board Portal, BoardPaq, BoardPro, Google Workspace, Ideals Board, Microsoft 365MiniMax M2.5FairviewDrivetrainChangedDiligent Boards, Ideals Boardagainst: JReportEasy Boardno first choiceagainst: Google Sheets, Microsoft Excel
Two alternatives
Aleph, MosaicTwo alternatives
Maxio, Standard MetricsFour alternatives
Board, BoardPro, SAP Crystal Reports, Zoho AnalyticsTwo alternatives
AppDeck Board Portal, BoardProGPT-6 LunaOnBoardagainst: BoardVisibleChangedMicrosoft Power BIFathomno first choiceagainst: Microsoft Power BI, Visible
Two alternatives
Board Intelligence, BoardableOne alternative
CartaSix alternatives
Board, Board Intelligence Report Writer, Boardable, Diligent Boards, Nasdaq Boardvantage, OnBoardTwo alternatives
BoardPro, Microsoft Power BIMuse Glimmer 30BOnBoardVisibleChangedAzeus ConveneAppDeck Board Portal, Boardableagainst: Google Workspace for Nonprofitsno first choiceagainst: Diligent Boards, Dropbox, Google Drive, Microsoft 365, OnBoard, SharePoint
Three alternatives
AppDeck Board Portal, BoardEffect, Diligent BoardsTwo alternatives
Abacum, CartaFive alternatives
Aleph, Cube, Diligent Corporation, OnBoard, PlanfulOne alternative
Easy BoardBold 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 12:08 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:02 | 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 10:38 | yes | 12 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:19 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 13 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:38 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 23 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:58 | yes | 19 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:34 | yes | 9 | 52 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:10 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:46 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:38 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 5 | 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 09:33 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 9 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:54 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:23 | yes | 21 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:11 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 5 | 12 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 9 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:36 | yes | 19 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:16 | yes | 13 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:44 | yes | 2 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:03 | yes | 14 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | yes | 3 | 7 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 10:25 | yes | 8 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:57 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 33 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:48 | yes | 23 | 27 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 5 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:24 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:55 | yes | 20 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 10 | 42 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:20 | yes | 8 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 13 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:55 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:28 | yes | 4 | 4 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 12:31 | yes | 15 | 18 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 13:14 | yes | 19 | 31 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:03 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 18 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:46 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:27 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:21 | yes | 14 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:05 | yes | 10 | 170 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:17 | yes | 10 | 60 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:23 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:43 | yes | 13 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:50 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | no | 0 | 4 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 12:49 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 10 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 09:24 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 23 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:21 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:44 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:53 | yes | 10 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:17 | yes | 23 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:35 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:29 | yes | 1 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 13 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:22 | no | 0 | 2 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | yes | 7 | 5 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 10:50 | yes | 15 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:43 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 15 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 23 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 8 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:32 | yes | 15 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:21 | yes | 9 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 3 | 46 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 24 | 29 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
AppDeck read as AppDeck Board Portal
Aprio read as Aprio Board Portal
ClearPoint read as ClearPoint Strategy
Diligent read as Diligent Boards
Diligent (formerly BoardPac/iDeals) read as Diligent Boards
Excel read as Microsoft Excel
Vena Solutions read as Vena
Unresolved, counted raw
Allvue
Board Intelligence Report Writer
CINC
Google Workspace for Nonprofits
IntelligenceBank
JReport
Mosaic.tech
My Board View
Outlook
Praxonomy
Q4 Investor Relations
Standard Google Drive
Taiga
Wekan
dataSights
Discontinued, still offered
No shut-down product was recommended here.