Planful vs Fathom
Four of twelve models named Planful first on the direct prompt; zero named Fathom. Planful was named by twelve of the twelve models and Fathom by nine and Planful carries 28 labels and Fathom 13, so the shares are not directly comparable.
Named in nine categories this edition.
Named in nine 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 financial consolidation page.
By framing
PlanfulFirst choices, of twelve modelsFathom
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 | | |
Planful Fathom first choice named as an alternative argued againstblank: not namedEach cell is one answer, Planful on the left and Fathom on the right.The direct prompt
Planful first, Fathom not the choice
4 of 12 modelsFathom was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Fathom14%#2 of 10Planful0%#– of 10Planful16%#4 of 13Fathom2%#7 of 13Planful0%#9 of 11Fathom0%#– of 11What the models said about Planful
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid these if you have a limited budget.” Kimi K2 · budget prompt · hard negative
“Planful - a comprehensive financial performance management platform that streamlines planning, budgeting, and reporting.” Llama 4 Maverick · 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.