Zero of fourteen models named Boardable first on the direct prompt; two named Aprio Board Portal. Boardable was named by fourteen of the fourteen models and Aprio Board Portal by eight and Boardable carries 33 labels and Aprio Board Portal 12, 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 portals 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. Two of two in this category shown.
“Cost-effective, but may lack depth for complex B2B boards.” Grok 4.1 Fast · paraphrase prompt · soft negative
“If you need per-user pricing and are a nonprofit / community board, Boardable is the most frequently recommended low-cost option.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the current consensus points to Aprio as the best overall balance of value, usability, and support” Qwen 3.7 Flash · direct prompt · first choice
“Prioritize portals with verified trust centers (e.g., Aprio, Ideals Board)” Grok 4.1 Fast · negative prompt · first choice
“I'd recommend starting with Aprio or OnBoard” MiniMax M2.5 · direct 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.