Joiin vs Fathom
Zero of fourteen models named Joiin first on the direct prompt; zero named Fathom. Joiin was named by ten of the fourteen models and Fathom by nine and Joiin carries 15 labels and Fathom 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight 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 financial consolidation page.
By framing
JoiinFirst choices, of fourteen modelsFathom
Across every category in the October 2026 Edition, Joiin and Fathom were named in the same answer thirty-six times, of the 67 answers naming Joiin and the 216 naming Fathom. In those answers Fathom took the first choice three times and Joiin eighteen.
Every model, every framing
| 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 | |
Joiin Fathom first choice named as an alternative argued againstblank: not namedEach cell is one answer, Joiin on the left and Fathom on the right.The direct prompt
Neither was named
14 of 14 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
Joiin46%#1 of 14Fathom7%#4 of 14What the models said about Joiin
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Joiin is the clear winner... Go with Joiin if you just want to get your consolidated P&L and Balance Sheet done quickly, accurately, and for the lowest price possible.” Gemini 3.5 Flash · budget prompt · first choice
“Joiin - Starting at $23/month, specifically designed for small businesses and advisors with multi-entity consolidation needs. Highly rated (4.7/5)” MiniMax M2.5 · budget prompt · first choice
“Start with Joiin. It is purpose-built for multi-entity consolidation at the lowest price point” Kimi K2 · budget prompt · first choice
What the models said about Fathom
No label in this category carried a quote.
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.