Seven of twelve models named Happeo first on the direct prompt; zero named Microsoft SharePoint. Happeo was named by eleven of the twelve models and Microsoft SharePoint by twelve and Happeo carries 21 labels and Microsoft SharePoint 37, 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 internal communications and intranet page.
Across every category in the September 2026 Edition, Happeo and Microsoft SharePoint were named in the same answer thirty-one times, of the 58 answers naming Happeo and the 119 naming Microsoft SharePoint. In those answers Microsoft SharePoint took the first choice four times and Happeo ten.
| 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 |
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 five in this category shown.
“Happeo is less compelling outside Google Workspace environments” Claude Haiku 4.5 · negative prompt · soft negative
“Happeo - a best overall intranet platform for small and mid-sized companies, with fast setup, a search and knowledge layer” Llama 4 Maverick · direct prompt · first choice
“Happeo is the strongest default recommendation when your company already uses Google Workspace” Perplexity Sonar · direct prompt · first choice
“recommend platforms like Simpplr, Happeo, MangoApps, or Workvivo as strong fits” MiniMax M2.5 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“SharePoint if you need a simple, low-maintenance intranet” Perplexity Sonar · negative prompt · hard negative
“Great for document management but frustrating as a full intranet—90% of projects reportedly underperform without heavy customization” Grok 4.1 Fast · negative prompt · soft negative
“Out of the box, SharePoint is a document repository, not an intranet... Who should avoid it: Organizations with small HR/IT teams” Qwen 3.7 Flash · negative prompt · soft negative
“For most companies on a tight budget, Pebb (free tier) or Microsoft SharePoint/Teams (if you already use Microsoft 365) offer the best value-to-cost ratio.” DeepSeek V4 Flash · budget prompt · first choice
“Start with SharePoint or Google Sites. It costs $0 extra and aligns with security protocols” Gemini 3.5 Flash · budget prompt · first choice
“SharePoint is often the best value, because it's included in many Microsoft plans” GPT-5.4 mini · 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.