Two of fourteen models named Cake Equity first on the direct prompt; zero named Eqvista. Cake Equity was named by thirteen of the fourteen models and Eqvista by thirteen and Cake Equity carries 32 labels and Eqvista 31, so the shares are not directly comparable.
Named in one category 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 cap table management page.
Across every category in the October 2026 Edition, Cake Equity and Eqvista were named in the same answer fifty-nine times, of the 86 answers naming Cake Equity and the 109 naming Eqvista. In those answers Eqvista took the first choice nine times and Cake Equity 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Six of eight in this category shown.
“Cake Equity was explicitly named in a 2026 analyst aggregation ("the main platforms to avoid or treat cautiously")” DeepSeek V4 Flash · negative prompt · hard negative
“Cake Equity: flagged with approximately 58% negative sentiment.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid Cake Equity for anything beyond very small teams.” GLM 4.7 FlashX · negative prompt · hard negative
“The best cap table management software for a company with a limited budget is Cake Equity, which offers a free starting point” Llama 4 Maverick · budget prompt · first choice
“On a tight budget, Cake Equity gives you a real free starting point with a clear upgrade path.” Claude Haiku 4.5 · budget prompt · first choice
“Go with Qapita or Cake Equity if: You want predictable, flat-rate pricing” MiniMax M2.5 · direct 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.
“Eqvista: flagged with roughly 23–39% negative sentiment. Users frequently criticize its user interface” Qwen 3.7 Flash · negative prompt · hard negative
“Eqvista appears in the "criticized" category with a high proportion of negative labels” DeepSeek V4 Flash · negative prompt · hard negative
“Use Eqvista cautiously—it's fine for early-stage budget-conscious startups, but not for complex modeling needs.” GLM 4.7 FlashX · negative prompt · soft negative
“Eqvista – best for bootstrapped / very small cap tables ... Best for budget conscious and bootstrapped companies. Free to 20 shareholders” Muse Glimmer 30B · budget prompt · first choice
“Eqvista offers the best combination of a fully functional free tier, transparent low-cost pricing” DeepSeek V4 Flash · budget prompt · first choice
“Eqvista is probably the best starting point for most small companies” 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.