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. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Visible 25%
29BoardPro25Visible10Boardable35others
29% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: BoardPro (29%) replaces Visible (23% then, 24% now), 5 points clear, inside the 10-point floor.BoardPro leads at 29%, replacing Visible, which led at 23% and stands at 24% now: 5 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
BoardPro29%Contested↗new leaderNew leader since September 2026: BoardPro (29%) replaces Visible (23% then, 24% now), 5 points clear, inside the 10-point floor.This pageMid-market
OnBoard26%Contested▲+2Since September 2026: 25% → 27%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Diligent Boards30%Contested↗new leaderNew leader since September 2026: Diligent Boards (33%) replaces Nasdaq Boardvantage (20% then, 11% now), 22 points clear, past the 10-point floor.Standing →
BoardPro29%Contested↗new leaderNew leader since September 2026: BoardPro (29%) replaces Visible (23% then, 24% now), 5 points clear, inside the 10-point floor.This pageMid-marketOnBoard26%Contested▲+2Since September 2026: 25% → 27%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseDiligent Boards30%Contested↗new leaderNew leader since September 2026: Diligent Boards (33%) replaces Nasdaq Boardvantage (20% then, 11% now), 22 points clear, past the 10-point floor.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 September 2026
01BoardPro29%2%44accepted challenger▲+8Since September 2026: 20% → 29%, +8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 29%
BoardPro29%2%44accepted challenger▲+8Since September 2026: 20% → 29%, +8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 29%02
Visible25%0%14accepted challenger▲+1Since September 2026: 23% → 24%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.23% → 24%
Visible25%0%14accepted challenger▲+1Since September 2026: 23% → 24%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.23% → 24%03
Boardable10%7%42accepted challenger▼−9Since September 2026: 20% → 12%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 12%
Boardable10%7%42accepted challenger▼−9Since September 2026: 20% → 12%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 12%04OnBoard8%24%38accepted challenger▲+7Since September 2026: 2% → 10%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 10%
OnBoard8%24%38accepted challenger▲+7Since September 2026: 2% → 10%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 10%05
AppDeck Board Portal4%0%11accepted challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 2%
AppDeck Board Portal4%0%11accepted challenger▼−2Since September 2026: 5% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 2%Show the three products at 0%, ordered by negative rate
07
Nasdaq Boardvantage0%84%25criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Nasdaq Boardvantage0%84%25criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%08Diligent Boards0%75%36criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Diligent Boards0%75%36criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%06
BoardEffect0%58%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
BoardEffect0%58%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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
All fifteen head-to-head pages: the top six products, each against each
OnBoard vs Board IntelligenceOnBoard vs Diligent BoardsBoardable vs BoardProBoardable vs BoardSpaceBoardable vs Board IntelligenceBoardable vs Diligent BoardsBoardPro vs BoardSpaceBoardPro vs Board IntelligenceBoardPro vs Diligent BoardsBoardSpace vs Board IntelligenceBoardSpace vs Diligent BoardsBoard Intelligence vs Diligent Boards
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01BoardPro29%
BoardPro29%02Visible25%
Visible25%03Boardable10%
Boardable10%04OnBoard8%
OnBoard8%05AppDeck Board Portal4%
AppDeck Board Portal4%06BoardEffect0%
BoardEffect0%07Nasdaq Boardvantage0%
Nasdaq Boardvantage0%08Diligent 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 4.1 Fast, 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.
Nasdaq Boardvantage84%
21 of 25 labels negative · 11 of 14 models · 8 hard negative
“Enterprise-Grade Board Portals (e.g., Diligent, Nasdaq Boardvantage, BoardEffect) ... they are generally a poor fit for small businesses.” Gemini 3.5 Flash, negative prompt
Diligent Boards75%
27 of 36 labels negative · 10 of 14 models · 10 hard negative
“A small business should avoid or be highly cautious of several specific categories of these tools.... Enterprise-Grade Board Portals (e.g., Diligent...) ... generally a poor fit for small businesses.” Gemini 3.5 Flash, negative prompt
OnBoard24%
9 of 38 labels negative · 7 of 14 models · 1 hard negative
“Overpriced enterprise suites** (Diligent, Nasdaq Boardvantage, Govenda, OnBoard, Workiva)” GLM 4.7 FlashX, negative prompt
BoardEffect58%
7 of 12 labels negative · 6 of 14 models · 4 hard negative
“Listed alongside Diligent and Nasdaq Boardvantage as an Enterprise-Grade GRC Platform generally a poor fit for small businesses.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1028 links across 183 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 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 · G249 answers · 82 citations · 13 models
vendor site · Fast.io40 answers · 57 citations · 11 models
36 answers · 42 citations · 11 models
vendor site · Guideflow36 answers · 36 citations · 12 models
30 answers · 48 citations · 12 models
30 answers · 45 citations · 11 models
vendor site · AppDeck29 answers · 49 citations · 11 models
vendor site · ClearPoint Strategy26 answers · 26 citations · 11 models
vendor site · Worldmetrics24 answers · 33 citations · 11 models
vendor site · Board Intelligence23 answers · 37 citations · 11 models
vendor site · I'mBoard22 answers · 23 citations · 11 models
vendor site · GetApp21 answers · 25 citations · 9 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.
37 answers · 11 models
34 answers · 12 models
26 answers · 11 models
21 answers · 11 models
21 answers · 11 models
19 answers · 8 models
17 answers · 9 models
16 answers · 10 models
16 answers · 10 models
16 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 | 29% | 179 | 390 | 20 | 3,012 | 2 | ||
| Visible visible.vc | 25% | 23 | 301,000 | 68,799 | 13,054 | 44 | ||
| Boardable boardable.com | 10% | 205 | 3,600 | 23 | 56,590 | 21 | 5 | |
| OnBoard onboardmeetings.com | 8% | 256 | 22,200 | 9,635 | 46,823 | $87,989 | 34 | 3 |
| Zeck zeck.app | 6% | 25 | 4,400 | 205 | 1,680 | 9 | ||
| AppDeck appdeck.com AppDeck Board Portal 4% | 4% | 25 | 20 | 0 | 185 company | |||
| Boardly board.com Boardly 4%, Board Intelligence 0% | 4% | 81 | 320 | 4 | 44,405 | 106 | 2 | |
| BoardSpace boardspace.co | 2% | 37 | 90 | 0 | 145 | |||
| Carta carta.com | 2% | 225 | 110,000 | 24,603 | 506,905 | $2,839 | 29 | |
| Fastio fast.io | 2% | 8 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (boardintelligence.com, clearpointstrategy.com, imboard.ai). 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 4.5BoardProagainst: Nasdaq BoardvantageQuickBooks OnlineChangedBoardPro, Zeckno first choiceno first choiceagainst: Aprio Board Portal, Ideagen Huddle
Two alternatives
Boardly, ShaparencyOne alternative
XeroOne alternative
Board IntelligenceFive alternatives
Aprio Board Portal, BoardSpace, Boardable, Boardly, ShaparencyGPT-5.4 miniBoardProagainst: Board IntelligenceVisibleChangedBoardEffectBoardProagainst: Diligent Boards, Nasdaq Boardvantage, OnBoardno first choicenothing named
Three alternatives
Diligent Boards, Nasdaq Boardvantage, OnBoardTwo alternatives
Carta, Standard MetricsOne alternative
Diligent BoardsOne alternative
BoardSpotGemini 3.5 FlashVisible, Zeckagainst: Diligent Boards, Nasdaq BoardvantageVisibleChangedBoardProagainst: Diligent Boards, Nasdaq BoardvantageBoardPro, Zeckagainst: Diligent Boards, Nasdaq BoardvantageZeckagainst: Diligent Boardsagainst: BoardEffect, Diligent Boards, Google Workspace, Microsoft 365, Microsoft Power BI, Nasdaq Boardvantage, Tableau
Four alternatives
BoardPro, Fathom, Jirav, OnBoardFour alternatives
Cabal, Carta, Maxio, MetalSeven alternatives
Boardable, Databox, Fathom, Jirav, LiveFlow, OnBoard, ZeckFour alternatives
Boardable, Fathom, LiveFlow, Syft AnalyticsSix alternatives
BoardPro, Boardable, Jirav, OnBoard, Pry, RunwayPerplexity SonarBoardProagainst: Diligent Boards, Nasdaq BoardvantageVisibleChangedBoardable, OnBoardagainst: TrelloBoardableno first choiceagainst: Board, Diligent Boards, Nasdaq Boardvantage, Workiva
Two alternatives
Board Intelligence, OnBoardTwo alternatives
Capboard, DocSendThree alternatives
Diligent Boards, Monday.com, Nasdaq BoardvantageTwo alternatives
AppDeck Board Portal, BoardProGrok 4.1 FastBoardProagainst: Diligent BoardsVisibleChangedagainst: Carta, Irwin, QplixLooker Studio, Zoho Analyticsagainst: KlipfolioBoardableagainst: Diligent Boardsno first choiceagainst: BoardEffect, Diligent Boards, Nasdaq Boardvantage, OnBoard
One alternative
BoardableTwo alternatives
DocSend, Google SheetsTwo alternatives
Databox, Microsoft Power BIOne alternative
BoardProFive alternatives
Aprio Board Portal, BoardPro, Boardable, Fastio, OnBoardMistral SmallBoardableCartaChangedClickUp, Monday.comagainst: Zoho ProjectsOnBoardno first choiceagainst: BoardEffect, BoardPro, Boardable
Three alternatives
BoardPaq, BoardPro, OnBoardTwo alternatives
Dynamo, VisibleThree alternatives
Asana, Notion, TrelloOne alternative
BoardProDeepSeek V4 FlashBoardProagainst: OnBoardVisibleChangedBoardProBoardProagainst: OnBoardBoardProagainst: Diligent Boards, Nasdaq Boardvantageagainst: Boardable, Diligent Boards, Dropbox, Google Drive, Google Sheets, Microsoft Excel, Nasdaq Boardvantage, OnBoard, Trello
Two alternatives
AppDeck Board Portal, BoardableThree alternatives
Azeus Convene, Boardable, OnBoardOne alternative
BoardableTwo alternatives
ClearPoint Strategy, OnBoardLlama 4 Maverickno first choiceVisibleChangedno first choiceOnBoardno first choicenothing named
One alternative
Investor relations software from SourceForgeThree alternatives
Board Report Software, ClearPoint Strategy, Monday.comOne alternative
Ideals BoardQwen 3.7 FlashOnBoardagainst: Diligent Boards, Nasdaq BoardvantagePulleyChangedagainst: CartaBoardable, Fastioagainst: Microsoft Power BI, TableauBoardableagainst: BoardEffect, Diligent BoardsFastioagainst: Diligent Boardsagainst: Diligent Boards, Nasdaq Boardvantage
Three alternatives
Boardly, I'mBoard, PanoramaThree alternatives
Canva, DocSend, Excel/Google SheetsFour alternatives
Airtable, Nimbleboard, Notion, OnBoardTwo alternatives
AppDeck Board Portal, BoardlyFour alternatives
Aprio Board Portal, Boardable, Captable.io, NotionKimi K2BoardProagainst: Diligent BoardsVisibleChangedBoardProagainst: OnBoardBoardPro, Boardlyno first choiceagainst: Diligent Boards, Nasdaq Boardvantageagainst: Diligent Boards, Nasdaq Boardvantage
Three alternatives
Boardable, Datarails, OnBoardThree alternatives
Carta, Lucid Financials, PulleyThree alternatives
BoardSpace, Boardable, Ideals BoardFour alternatives
Boardable, Google Workspace, Microsoft 365, OnBoardGLM 4.7 FlashXAppDeck Board Portal, Boardableagainst: Diligent BoardsVisibleChangedBoardableBoardlyno first choiceagainst: Asana, ClickUp, Diligent Boards, Diligent One Platform, Excel/Google Sheets, Govenda, Jira, Microsoft Project, Monday.com, Nasdaq Boardvantage, NetSuite, OnBoard, Oracle, PowerPoint, SAP, Workiva
One alternative
OnBoardFour alternatives
DocSend, Fairview, Fundwave, LivePlanThree alternatives
Board Intelligence, Diligent Boards, Nasdaq BoardvantageFour alternatives
AppDeck Board Portal, BoardSpace, Boardable, I'mBoardMiniMax M2.5BoardPro, OnBoardagainst: BoardSpace, BoardableVisibleChangedagainst: FundwaveBoardPro, Boardableagainst: Diligent Boards, Nasdaq BoardvantageBoardSpaceno first choiceagainst: Diligent Boards, Nasdaq Boardvantageagainst: BoardEffect, Diligent Boards, Nasdaq Boardvantage, OnBoard
One alternative
Azeus ConveneThree alternatives
Carta, DocSend, IrwinFive alternatives
Board Intelligence, Datarails, Fathom, Govenda, OnBoardTwo alternatives
BoardPro, BoardableFour alternatives
BoardPAC, BoardPro, BoardSpace, BoardableGPT-6 LunaBoardProVisibleChangedBoardProBoardBinderno first choiceagainst: Microsoft Power BI, QuickBooks
One alternative
VisibleFour alternatives
Boardable, Fathom, Joiin, OnBoardTwo alternatives
BoardPro, FathomMuse Glimmer 30BAppDeck Board PortalVisibleChangedagainst: BoardEffect, Diligent Boards, Nasdaq BoardvantageBoardProBoardProno first choiceagainst: BoardEffect, Diligent Boards, Nasdaq Boardvantage, OnBoard
Three alternatives
Board Intelligence, BoardPro, BoardableOne alternative
OnBoardFour alternatives
Board Intelligence, Boardable, OnBoard, ZeckFour alternatives
AppDeck Board Portal, BoardSpace, Boardable, Google DriveBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 10:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:15 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:51 | yes | 20 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:26 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:44 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:50 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:07 | yes | 22 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:26 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:18 | yes | 25 | 59 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:26 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:00 | yes | 21 | 127 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:04 | yes | 8 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:56 | yes | 2 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:16 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:43 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:52 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:09 | yes | 6 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 07:44 | yes | 17 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:12 | yes | 19 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:04 | yes | 5 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:33 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | yes | 12 | 58 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:53 | yes | 15 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:07 | yes | 10 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:48 | yes | 10 | 72 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:26 | yes | 1 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:22 | yes | 17 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:01 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:28 | yes | 2 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:27 | yes | 21 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:20 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:28 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:11 | yes | 14 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:47 | yes | 21 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:27 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:06 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:30 | yes | 18 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:29 | yes | 22 | 408 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:49 | yes | 24 | 89 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:05 | yes | 5 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:36 | yes | 25 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:15 | yes | 20 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:40 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:09 | yes | 23 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:48 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:35 | yes | 22 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:48 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:22 | yes | 14 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:41 | yes | 19 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:51 | yes | 13 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:02 | yes | 8 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:16 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:42 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:17 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:48 | yes | 11 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:27 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:20 | yes | 18 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:08 | yes | 16 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:33 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:44 | yes | 10 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:02 | no | 0 | 8 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:41 | yes | 10 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:37 | yes | 11 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:14 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:11 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:06 | yes | 23 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:24 | yes | 19 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:49 | yes | 20 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:12 | yes | 7 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:11 | yes | 23 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:48 | yes | 9 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:24 | yes | 17 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:33 | yes | 22 | 86 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:00 | yes | 22 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:56 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:56 | yes | 21 | 26 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
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
Vena Solutions read as Vena
Unresolved, counted raw
Agile Board Software
AttachDoc
B2i Technologies
Board Report Software
BoardBinder
BoardBookit
Enboarder
Foundersuite
Google Docs and Google Sheets
Ideagen Huddle
Investor relations software from SourceForge
Loomio
Metal
Nimbleboard
Panorama
Slides/PowerPoint
Vestberry
Discontinued, still offered
No shut-down product was recommended here.