Board and investor reporting for small business buyers
Asked as “board reporting software”, and as “investor reporting tool”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
27%
Contested · Visible 22%
27BoardPro22Visible14LivePlan37others
27% of first choices, contested.
Since October 2026▼−2Since October 2026: 29% → 27%, −2 points. Inside the 10-point floor: within noise.BoardPro held the lead, −2 points on 29%, 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.This pageMid-market
OnBoard16%Contested▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.Standing →Enterprise
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.This pageMid-marketOnBoard16%Contested▼−10Since October 2026: 26% → 16%, −10 points. Inside the 10-point floor: within noise.Standing →EnterpriseDiligent 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01BoardPro27%5%39accepted challenger▼−2Since October 2026: 29% → 27%, −2 points. Inside the 10-point floor: within noise.29% → 27%
BoardPro27%5%39accepted challenger▼−2Since October 2026: 29% → 27%, −2 points. Inside the 10-point floor: within noise.29% → 27%02
Visible22%0%14accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.25% → 22%
Visible22%0%14accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.25% → 22%03
LivePlan14%0%17accepted challenger▲+14Since October 2026: 0% → 14%, +14 points. Past the 10-point floor: movement.0% → 14%
LivePlan14%0%17accepted challenger▲+14Since October 2026: 0% → 14%, +14 points. Past the 10-point floor: movement.0% → 14%04
Boardable12%3%38accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 10-point floor: within noise.10% → 12%
Boardable12%3%38accepted challenger▲+2Since October 2026: 10% → 12%, +2 points. Inside the 10-point floor: within noise.10% → 12%06
Fathom4%12%16accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Fathom4%12%16accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%07OnBoard2%27%30criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%
OnBoard2%27%30criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise.8% → 2%Show the five products at 0%, ordered by negative rate
11
Nasdaq Boardvantage0%85%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Nasdaq Boardvantage0%85%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12Diligent Boards0%72%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Diligent Boards0%72%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10Microsoft Power BI0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
09
Notion0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Notion0%20%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
AppDeck Board Portal0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
AppDeck Board Portal0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304
0506070809M10
1112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01BoardPro27%
BoardPro27%02Visible22%
Visible22%03LivePlan14%
LivePlan14%04Boardable12%
Boardable12%05Easy Board4%
Easy Board4%06Fathom4%
Fathom4%07OnBoard2%
OnBoard2%08AppDeck Board Portal0%
AppDeck Board Portal0%09Notion0%
Notion0%10Microsoft Power BI0%
11Nasdaq Boardvantage0%
Nasdaq Boardvantage0%12Diligent Boards0%
Diligent Boards0%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 Boards72%
26 of 36 labels negative · 13 of 14 models · 10 hard negative
“Avoid enterprise products such as Diligent unless regulatory governance, complex permissions, or extensive audit trails justify the cost.” Perplexity Sonar, direct prompt
Nasdaq Boardvantage85%
11 of 13 labels negative · 8 of 14 models · 6 hard negative
“Small businesses should avoid Diligent and OnBoard due to high costs, outdated interfaces, poor usability, and slow support.” Muse Glimmer 30B, negative prompt
BoardEffect67%
6 of 9 labels negative · 6 of 14 models · 3 hard negative
“Often cited as a "trap" — another traditional enterprise portal that overwhelms small organizations” Kimi K2, negative prompt
OnBoard27%
8 of 30 labels negative · 6 of 14 models · 3 hard negative
“Small businesses should avoid Diligent and OnBoard due to high costs, outdated interfaces, poor usability, and slow support.” 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
70 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. 800 links across 193 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.
42 answers · 68 citations · 11 models
vendor site · Capterra33 answers · 60 citations · 10 models
vendor site · G229 answers · 44 citations · 12 models
vendor site · AppDeck25 answers · 35 citations · 9 models
24 answers · 25 citations · 11 models
23 answers · 31 citations · 9 models
vendor site · GetApp19 answers · 28 citations · 8 models
vendor site · Boardable17 answers · 20 citations · 9 models
vendor site · Guideflow14 answers · 15 citations · 7 models
13 answers · 13 citations · 7 models
vendor site · Sourceforge11 answers · 16 citations · 6 models
vendor site · BoardPro11 answers · 15 citations · 6 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.
30 answers · 10 models
22 answers · 10 models
20 answers · 9 models
19 answers · 10 models
15 answers · 8 models
13 answers · 7 models
12 answers · 6 models
12 answers · 7 models
10 answers · 6 models
10 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 “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 |
|---|---|---|---|---|---|---|---|---|
| BoardPro boardpro.com | 27% | 202 | 390 | 20 | 3,012 | 2 | ||
| Visible visible.vc | 22% | 20 | 301,000 | 68,799 | 13,054 | 44 | ||
| LivePlan liveplan.com | 14% | 54 | 4,400 | 95 | 216,928 | 32 | ||
| Boardable boardable.com | 12% | 179 | 3,600 | 23 | 56,590 | 21 | 5 | |
| Easy Board easyboard.com | 4% | 49 | ||||||
| Fathom fathomhq.com | 4% | 190 | 90,500 | 6,657 | 74,881 | 38 | ||
| OnBoard onboardmeetings.com | 2% | 262 | 22,200 | 9,635 | 46,823 | $87,989 | 34 | 3 |
| Databox databox.com | 2% | 110 | 3,600 | 68 | 60,861 | 4 | ||
| Zeck zeck.app | 2% | 30 | 4,400 | 205 | 1,680 | 9 | ||
| Fairview getfairview.com | 2% | 30 | 90,500 | 10,961 | 9 |
Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (boardable.com, boardpro.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 small B2B company?”Paraphrase“Which investor reporting tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top board reporting tools for a small team and how do they differ?”Budget-constrained“What is the best board reporting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a board reporting software. What should we look at?”Negative“Which board reporting tools should a small business avoid or be cautious about?”
Claude Haiku 4.5BoardPro, LivePlanagainst: Diligent Boardsno first choiceChangedFathomBoardSpace, LivePlanno first choicenothing named
Two alternatives
Fathom, JiravSeven alternatives
BoardPro, Datarails, Looker Studio, Metrics Watch, OnBoard, Vena, Zoho AnalyticsThree alternatives
Boardable, Boardly, OnBoardGPT-5.4 miniBoardProVisibleChangedBoardPaq, BoardProBoardableagainst: Easy Boardno first choicenothing named
Three alternatives
Board Intelligence, Boardable, BoardlyTwo alternatives
Carta Fund ERP, FoundersuiteSeven alternatives
Azeus Convene, Board Intelligence, Databox, Diligent Boards, Geckoboard, Microsoft Power BI, OnBoardOne alternative
BoardProGemini 3.5 FlashBoardable, Fathom, Zeckagainst: Diligent Boards, Nasdaq BoardvantageVisibleChangedagainst: CartaI'mBoard, ZeckBoardProagainst: Diligent Boards, Nasdaq Boardvantageno first choiceagainst: Diligent Boards, Nasdaq Boardvantageagainst: Anaplan, Board, BoardEffect, Diligent Boards, Nasdaq Boardvantage, Workday Adaptive Planning
Six alternatives
Aleph, BoardPro, Clockwork.ai, Jirav, LiveFlow, MosaicFour alternatives
Baremetrics, ChartMogul, Pulley, Syft AnalyticsFive alternatives
BoardPro, Boardable, Google Docs, Notion, OnBoardNine alternatives
Boardable, Easy Board, Fathom, Google Workspace, I'mBoard, Microsoft 365, Notion, Syft Analytics, ZeckPerplexity SonarLivePlanagainst: Diligent Boards, FairviewVisibleChangedagainst: Dynamo, FundCount, Juniper SquareOnBoardagainst: Notion, SharePointBoardableagainst: Diligent Boardsno first choiceagainst: Google Sheets, Microsoft Excel, Microsoft Power BI, OneStream, Tableau, Workiva
Three alternatives
Aleph, AppDeck Board Portal, BoardProOne alternative
AbacumFive alternatives
AppDeck Board Portal, Azeus Convene, Boardable, Cube, DatarailsFour alternatives
AppDeck Board Portal, Fathom, Google Drive, NotionGrok 4.20BoardProagainst: Diligent Boards, OnBoard, WrikeVisibleChangedagainst: Carta, Notion or Google Docs + GmailDatabox, Looker Studioagainst: BoardPro, Domo, OnBoard, Qlik SenseEasy Boardagainst: Airtable, Diligent Boards, NotionBoardProagainst: BoardEffect, Diligent Boards, Nasdaq Boardvantageagainst: Board
Three alternatives
Easy Board, Fairview, MosaicTwo alternatives
Cabal, FairviewFour alternatives
Geckoboard, Mammoth, Microsoft Power BI, Zoho AnalyticsTwo alternatives
BoardPro, BoardableFour alternatives
Boardable, Easy Board, Ideals Board, OnBoardMistral SmallFairviewVisibleChangedno first choiceLivePlanno first choiceagainst: Dropbox, Google Drive, Google Workspaceagainst: Diligent Boards, Nasdaq Boardvantage, OnBoard
Two alternatives
LivePlan, cfo.aiTwo alternatives
Fairview, LivePlanThree alternatives
AppDeck Board Portal, Easy Board, FathomDeepSeek V4 FlashBoardProagainst: Diligent BoardsVisibleChangedagainst: Aleph, PlanfulAppDeck Board Portalagainst: BoardEffect, Diligent BoardsBoardProno first choiceagainst: Diligent Boardsagainst: Diligent Boards, Dropbox, Google Drive, Nasdaq Boardvantage, OnBoard
Two alternatives
Boardable, OnBoardFour alternatives
Carta, Fathom, Maxio, PulleyFive alternatives
BoardPro, Boardable, LivePlan, OnBoard, cfo.aiThree alternatives
BoardSpot, Boardable, Easy BoardLlama 4 MaverickOnBoardno first choiceChangedno first choiceBoardableno first choiceagainst: Diligent Boards, Fathom, Trello
Four alternatives
Azeus Convene, BoardPro, Diligent Boards, cfo.aiFour alternatives
BoardPaq, BoardPro, LivePlan, cfo.aiQwen 3.7 FlashAppBoardagainst: Diligent BoardsVisibleChangedQruiseAppOnBoardno first choiceagainst: Boardviewagainst: Google Drive, Jira, Looker, Microsoft Power BI, Tableau, Tableau Public, Trello
Two alternatives
Boardable, MiroBoardThree alternatives
Fairview, Google Slides, NotionThree alternatives
Arc, Carta, NotionThree alternatives
Dillo, DocSend, NotionKimi K2BoardProVisibleChangedBoardProagainst: OnBoardBoardProBoardProagainst: Diligent Boardsagainst: BoardEffect, Diligent Boards, Microsoft Power BI, Nasdaq Boardvantage, OnBoard
Four alternatives
Boardable, Easy Board, Fathom, ScaleXPTwo alternatives
Carta, FoundersuiteFour alternatives
Aprio Board Portal, Azeus Convene, Boardly, Easy BoardTwo alternatives
Boardable, Societ My Board ViewFour alternatives
Boardable, Ideals Board, Knowa, OnBoardGLM 4.7 FlashXBoardProagainst: Diligent BoardsLivePlan, VisibleChangedno first choiceLivePlanno first choiceagainst: Azeus Convene, BoardEffect, BoardPro, Diligent Boards, Fathom, Govenda, Jirav, Nasdaq Boardvantage, OnBoard, cfo.ai
One alternative
OnBoardFour alternatives
Carta, DocSend, VESTBERRY, folk CRMThree alternatives
Boardable, Boardly, Microsoft Power BIMiniMax M2.5BoardProagainst: Diligent BoardsDatabox, FathomChangedagainst: Microsoft Power BI, Tableau, WaveBoardProagainst: Diligent BoardsBoardableno first choiceagainst: Board
Three alternatives
Boardable, Easy Board, Ideals BoardTwo alternatives
Looker Studio, Zoho AnalyticsTwo alternatives
Boardable, OnBoardThree alternatives
Fathom, LivePlan, Microsoft Power BIGPT-6 LunaJiravVisibleChangedBoardPro, Boardableagainst: Diligent BoardsLivePlanno first choiceagainst: Boardable, Diligent Boards, Nasdaq Boardvantage
Three alternatives
BoardPro, Google Sheets, VisibleOne alternative
CartaTwo alternatives
ClearPoint Strategy, OnBoardOne alternative
BoardProMuse Glimmer 30BBoardProVisibleChangedBoardPro, BoardableBoardable, Easy Boardno first choiceagainst: Abacum, Board, BoardEffect, Datarails, Diligent Boards, Nasdaq Boardvantage, OnBoard
Two alternatives
Govenda, ZeckTwo alternatives
Drivetrain, MaxioFive alternatives
AppDeck Board Portal, Azeus Convene, Decisions, Easy Board, OnBoardThree alternatives
AppDeck Board Portal, BoardCloud, LivePlanBold 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 09:13 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | yes | 4 | 4 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 08:48 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:46 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 19 | 32 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:03 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:48 | yes | 14 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:59 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:25 | yes | 18 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:13 | yes | 14 | 75 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:55 | yes | 3 | 22 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:47 | yes | 12 | 14 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:35 | 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 11:29 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:19 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:18 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:18 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:32 | yes | 5 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:51 | yes | 19 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:10 | yes | 17 | 110 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:07 | no | 0 | 73 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:11 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 20 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:33 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | yes | 6 | 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 11:50 | yes | 7 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 9 | 29 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:58 | yes | 22 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:58 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:53 | yes | 14 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:01 | yes | 25 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 20 | 59 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:01 | yes | 5 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:31 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:06 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:23 | yes | 3 | 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 11:32 | yes | 7 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:28 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 29 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:53 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:59 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:44 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:53 | yes | 15 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 19 | 135 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:00 | yes | 5 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:18 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:58 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:02 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:34 | no | 0 | 5 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 11:24 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 14 | 33 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:09 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:33 | yes | 16 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:02 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:01 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:56 | yes | 19 | 78 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:11 | yes | 15 | 69 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:49 | no | 0 | 94 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:08 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | no | 0 | 3 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 09:54 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:02 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 8 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:55 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:43 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 22 | 75 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 15 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:12 | yes | 9 | 127 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | yes | 17 | 60 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 2 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 24 | 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
AppDeck read as AppDeck Board Portal
Aprio read as Aprio Board Portal
ClearPoint read as ClearPoint Strategy
Diligent read as Diligent Boards
Excel read as Microsoft Excel
Qlik read as Qlik Sense
Unresolved, counted raw
Aliv
AppOnBoard
Attrio
BoardPaas
Boardables/Govenda
Boardroom
Boardview
Dillo
EquityLens
Fluent
FundCount
Investor.com
JISyft Analytics
Metrics Watch
Microsoft Sharepoint / Google Workspace
MiroBoard
Notion or Google Docs + Gmail
ONES.com
Orion Advisor Technology
Panoply
Qruise
Societ My Board View
Solarius
Storyflow
folk CRM
Discontinued, still offered
No shut-down product was recommended here.