Fathom vs Centage
Zero of fourteen models named Fathom first on the direct prompt; one named Centage. Fathom was named by eleven of the fourteen models and Centage by eight and Fathom carries 13 labels and Centage 16, so the shares are not directly comparable.
Named in eight 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 FP&A platforms page.
By framing
FathomFirst choices, of fourteen modelsCentage
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 | | |
Fathom Centage first choice named as an alternative argued againstblank: not namedEach cell is one answer, Fathom on the left and Centage on the right.The direct prompt
Centage first, Fathom not the choice
1 of 14 modelsFathom was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 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
Fathom25%#1 of 16Centage0%#13 of 16Fathom0%#– of 14Centage0%#– of 14What the models said about Fathom
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“users report missing features, upload/import problems, and limited customization” GPT-5.4 mini · negative prompt · soft negative
“For quick implementation: Cloud-based tools like Fathom or Finmark offer fast setup with reasonable pricing.” MiniMax M2.5 · budget prompt · first choice
“Top pick for budget-conscious SMBs ... Try Fathom's free trial—it's the sweet spot for cost vs. features.” Grok 4.1 Fast · budget prompt · first choice
“Start with Syft Analytics (free tier) or Fathom (~$44/month) if you need integrated forecasting.” Kimi K2 · budget prompt · first choice
What the models said about Centage
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Options to Avoid ... Centage — Starts around $1,750–$2,250/month” DeepSeek V4 Flash · budget prompt · hard negative
“Centage: Ideal for mid-market finance teams with revenues between $25M and $500M.” Mistral Small · direct prompt · first choice
“Centage – purpose-built for your size range” Kimi K2 · scale prompt · first choice
“Centage and Jirav win at the small end, where the buyer actually gets a published price” Muse Glimmer 30B · budget 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.