OnBoard vs BoardPro
Eleven of fourteen models named OnBoard first on the direct prompt; zero named BoardPro. OnBoard was named by fourteen of the fourteen models and BoardPro by eleven and OnBoard carries 39 labels and BoardPro 21, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the board and investor reporting page.
By framing
OnBoardFirst choices, of fourteen modelsBoardPro
Across every category in the October 2026 Edition, OnBoard and BoardPro were named in the same answer 111 times, of the 262 answers naming OnBoard and the 180 naming BoardPro. In those answers BoardPro took the first choice forty-six times and OnBoard eighteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | | |||
| Muse Glimmer 30B | | | |
OnBoard BoardPro first choice named as an alternative argued againstblank: not namedEach cell is one answer, OnBoard on the left and BoardPro on the right.The direct prompt
OnBoard first, BoardPro an alternative
11 of 14 modelsBoardPro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
BoardPro29%#1 of 8OnBoard8%#4 of 8OnBoard26%#1 of 8BoardPro9%#3 of 8OnBoard5%#3 of 7BoardPro5%#4 of 7What the models said about OnBoard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“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 BoardPro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Does not appear to permit requiring MFA for all users, creating a security gap” Kimi K2 · negative prompt · soft negative
“Start with BoardPaq or BoardPro, depending on whether you prefer ... a flat per-board rate with unlimited users” Kimi K2 · budget prompt · first choice
“BoardPro (Best Overall Flat-Rate for SMEs & Nonprofits) ... BoardPro is highly recommended” Gemini 3.5 Flash · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.