One of fourteen models named Govenda first on the direct prompt; zero named BoardEffect. Govenda was named by nine of the fourteen models and BoardEffect by thirteen and Govenda carries 16 labels and BoardEffect 20, 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.
Across every category in the October 2026 Edition, Govenda and BoardEffect were named in the same answer eighteen times, of the 59 answers naming Govenda and the 104 naming BoardEffect. In those answers BoardEffect took the first choice zero times and Govenda three.
| 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.
“Start with OnBoard or Govenda — both are purpose-built for mid-market B2B companies” Kimi K2 · direct prompt · first choice
“Govenda is a secure, cloud-based platform recognized for a user-friendly interface, strong security certifications” Claude Haiku 4.5 · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Only consider BoardEffect if your use case is more nonprofit-style or you want something simpler.” GPT-5.4 mini · paraphrase prompt · soft negative
“1. BoardEffect (now part of the Passageways family alongside OnBoard) - targets nonprofits and mid-sized organizations.” Llama 4 Maverick · paraphrase prompt · first choice
“BoardEffect is ideal for nonprofits and mid-sized organizations, offering a balance of features and ease of use.” Mistral Small · comparative prompt · alternative
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.