Eleven of fourteen models named OnBoard first on the direct prompt; zero named BoardSpace. OnBoard was named by fourteen of the fourteen models and BoardSpace by nine and OnBoard carries 39 labels and BoardSpace 10, 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.
| 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 |
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.
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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“It is often cited as one of the most accessible options for smaller organizations... Starting around $69 per month” Qwen 3.7 Flash · budget prompt · first choice
“Boardable or BoardSpace would be the top recommendations” MiniMax M2.5 · 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.