OnBoard vs BoardPro
Eight of twelve models named OnBoard first on the direct prompt; zero named BoardPro. OnBoard was named by twelve of the twelve models and BoardPro by eleven and OnBoard carries 37 labels and BoardPro 22, so the shares are not directly comparable.
Named in two 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 twelve 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 twelve modelsBoardPro
The direct prompt
OnBoard first, BoardPro an alternative
8 of 12 modelsBoardPro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 12 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
BoardPro20%#3 of 10OnBoard2%#6 of 10OnBoard25%#1 of 14BoardPro7%#3 of 14What the models said about OnBoard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“OnBoard: Frequent gripes about agenda glitches, permission settings, navigation difficulties, and upload issues” Grok 4.1 Fast · negative prompt · soft negative
“What to avoid on a tight budget... pricing is typically quote-based and often steeper” GPT-5.4 mini · budget prompt · soft negative
“Good for board meetings, but be prepared for a learning curve and higher cost.” GLM 4.7 FlashX · negative prompt · soft negative
“OnBoard is identified as the "UX Leader" of 2026, using AI to automate board book creation and is best for mid-market corporations seeking rapid adoption” Claude Haiku 4.5 · direct prompt · first choice
“If you want a single recommendation: choose OnBoard for the best blend of mid-market fit, board functionality, and ease of adoption” Perplexity Sonar · direct prompt · first choice
“OnBoard: Highly secure, incredibly intuitive, and widely considered the "sweet spot" for mid-market companies. Excellent mobile UX.” Gemini 3.5 Flash · scale 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 four in this category shown.
“If you want the best value with more features: BoardPro offers the best balance of price and functionality” MiniMax M2.5 · budget prompt · first choice
“Best overall for SMBs; repeatable board packs with controlled approvals and audit trails” GLM 4.7 FlashX · comparative prompt · first choice
“For most companies on a tight budget, BoardPro is the sweet spot” DeepSeek V4 Flash · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.