Internal communications and intranet · September 2026 Edition
Happeo vs ThoughtFarmer
Seven of twelve models named Happeo first on the direct prompt; two named ThoughtFarmer. Happeo was named by eleven of the twelve models and ThoughtFarmer by nine and Happeo carries 21 labels and ThoughtFarmer 11, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 15; printed, not drawn.
Labels2111A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Happeo reading right to left. Rank and label count are printed, not drawn.Simpplr was named alongside these two in ten of the twelve direct answers. Happeo vs Microsoft Teams · Happeo vs Simpplr · Happeo vs Microsoft SharePoint
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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
HappeoFirst choices, of twelve modelsThoughtFarmer
Direct72
Paraphrase00
Comparative00
Budget-constrained00
Scale-constrained10
Negative001 against Happeo
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Happeo and ThoughtFarmer stood in it.
| 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 | | |
Happeo ThoughtFarmer first choice named as an alternative argued againstblank: not namedEach cell is one answer, Happeo on the left and ThoughtFarmer on the right.The direct prompt
The plain question, one answer per model, grouped by where Happeo and ThoughtFarmer stood in it.
Happeo first, ThoughtFarmer an alternative
7 of 12 modelsThoughtFarmer was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Happeo alternatives: Interact, LumApps, Microsoft SharePoint, ThoughtFarmer
Gemini 3.5 FlashHappeo alternatives: Axero, Haystack, Simpplr, ThoughtFarmer, hubley
Perplexity SonarHappeo alternatives: Microsoft SharePoint, Simpplr, ThoughtFarmer
DeepSeek V4 FlashHappeo, Simpplr alternatives: Interact, MangoApps, Microsoft SharePoint + Viva Connections
Llama 4 MaverickHappeo alternatives: SAP SuccessFactors, Simpplr, ThoughtFarmer
Qwen 3.7 FlashHappeo alternatives: Simpplr, ThoughtFarmer
Kimi K2Happeo alternatives: Simpplr, ThoughtFarmer
ThoughtFarmer first, Happeo not the choice
2 of 12 modelsHappeo was named in the answer but not as the choice, or not at all.Mistral SmallSimpplr, ThoughtFarmer alternatives: Microsoft SharePoint, SAP SuccessFactors
GLM 4.7 FlashXThoughtFarmer alternatives: Connecteam, Jostle, Microsoft SharePoint/Viva, SAP SuccessFactors, Simpplr, Workvivo
Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.1 FastSimpplr, Workvivo alternatives: Axero, Blink, Happeo, Jostle, MangoApps
MiniMax M2.5Microsoft 365 alternatives: Bitrix24, Happeo, Igloo Software, Microsoft Viva
Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSimpplr alternatives: Jostle, Microsoft SharePoint, Microsoft Viva Engage, Staffbase
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Happeo leads by seven points.
Happeo7%#4 of 14ThoughtFarmer0%#– of 14Mid-marketThe figures above
Happeo leads by twelve points.
Happeo16%#1 of 15ThoughtFarmer4%#8 of 15Enterprise
Level: the same share of first choices.
Happeo0%#– of 11ThoughtFarmer0%#– of 11What the models said about Happeo
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
What the models said about ThoughtFarmer
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Simpplr and ThoughtFarmer are top choices due to their modern features, ease of use, and strong user reviews” Mistral Small · direct prompt · first choice
“making it the top recommendation for your use case” GLM 4.7 FlashX · direct prompt · first choice
“ThoughtFarmer if you want a purpose-built mid-market intranet with transparent per-user pricing” Perplexity Sonar · direct prompt · alternative
Also compared
Happeo vs Microsoft TeamsHappeo vs SimpplrHappeo vs Microsoft SharePointHappeo vs SlackHappeo vs WorkvivoHappeo vs ConnecteamMicrosoft Teams vs ThoughtFarmerSimpplr vs ThoughtFarmerMicrosoft SharePoint vs ThoughtFarmerSlack vs ThoughtFarmerWorkvivo vs ThoughtFarmerConnecteam vs ThoughtFarmerAll twenty-eight head-to-head pages and the full internal communications standing
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.