# OnBoard vs Board Intelligence: which do AI models recommend for board, October 2026

Finance AI Recommendation Index, October 2026 Edition, Board and investor reporting. Eleven of fourteen models named OnBoard first on the direct prompt; zero named Board Intelligence. Page: https://finance-ai-index.com/planning/board-and-investor-reporting/onboard-vs-board-intelligence/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| OnBoard | 26% | #1 of 8 | 10% | 39 | 14 of 14 |
| Board Intelligence | 2% | #5 of 8 | 0% | 20 | 13 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: onboard first (first choices: OnBoard) (alternatives: Aprio Board Portal, Govenda)
- Perplexity Sonar: onboard first (first choices: OnBoard) (alternatives: Board Intelligence, Nasdaq Boardvantage)
- Grok 4.1 Fast: onboard first (first choices: OnBoard) (alternatives: BoardEffect, Boardable, Govenda)
- Mistral Small: onboard first (first choices: Govenda, OnBoard) (alternatives: Boardable, ClearPoint Strategy)
- DeepSeek V4 Flash: onboard first (first choices: OnBoard) (alternatives: Aprio Board Portal, Boardable, Govenda)
- Llama 4 Maverick: onboard first (first choices: OnBoard) (alternatives: Kluster)
- Qwen 3.7 Flash: onboard first (first choices: OnBoard) (alternatives: AppDeck Board Portal, Kluster)
- Kimi K2: onboard first (first choices: OnBoard) (alternatives: Diligent Boards, Govenda, Nasdaq Boardvantage, Zeck)
- GLM 4.7 FlashX: onboard first (first choices: AppDeck Board Portal, OnBoard) (alternatives: Board Intelligence, BoardPro, Diligent Boards)
- MiniMax M2.5: onboard first (first choices: OnBoard, Prophix) (alternatives: AppDeck Board Portal, Boardable)
- Muse Glimmer 30B: onboard first (first choices: OnBoard) (alternatives: BoardEffect, Boardable, Cube, Datarails, Planful, Prophix)
- Gemini 3.5 Flash: neither first, one named (first choices: Datarails, Mosaic) (alternatives: Board Intelligence, BoardPro, Cube, OnBoard)
- GPT-6 Luna: neither first, one named (first choices: Cube) (alternatives: Jirav, OnBoard)
- GPT-5.4 mini: neither named (first choices: Diligent Boards) (alternatives: BoardPaq, Boardable, Nasdaq Boardvantage)

## What the models said about OnBoard

- "avoid enterprise-heavy giants (like Diligent, OnBoard, or Nasdaq Boardvantage, which often run upwards of $10,000 annually)" (Gemini 3.5 Flash, budget prompt, soft negative)
- "Steep learning curve, especially for permissions and admin setup... Caution if: Small teams or non-tech-savvy boards" (Grok 4.1 Fast, negative prompt, soft negative)
- "OnBoard leads in comparisons for mid-sized companies transitioning from emails/manuals—praised for intuitive interface, comprehensive features, and balance of cost/usability." (Grok 4.1 Fast, direct prompt, first choice)
- "OnBoard - serves over 2,000 organizations across 32 countries and offers a balance of features and cost that fits organizations between startup and enterprise." (Llama 4 Maverick, direct prompt, first choice)

## What the models said about Board Intelligence

- "Choose Board Intelligence if your priority is better board papers, structured reporting, and AI-assisted insight generation." (Perplexity Sonar, comparative prompt, first choice)
- "Need help writing better board papers? Start with Board Intelligence." (GPT-6 Luna, comparative prompt, first choice)
- "Board Intelligence — strong for report quality and AI insights" (MiniMax M2.5, scale prompt, first choice)

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; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.