Two of fourteen models named Ledgy first on the direct prompt; zero named Cake Equity. Ledgy was named by fourteen of the fourteen models and Cake Equity by thirteen and Ledgy carries 56 labels and Cake Equity 33, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 November 2026 Edition, Ledgy and Cake Equity were named in the same answer fifty-nine times, of the 151 answers naming Ledgy and the 85 naming Cake Equity. In those answers Cake Equity took the first choice eleven times and Ledgy one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“lean toward Capboard or Ledgy (though Ledgy is pricier)” Grok 4.20 · budget prompt · soft negative
“the most recommended equity management platforms are Ledgy and Carta” Mistral Small · paraphrase prompt · first choice
“the top recommended platforms are Ledgy, Eqvista, and Capboard” Qwen 3.7 Flash · paraphrase prompt · first choice
“two platforms consistently rank at the top: Carta and Ledgy” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Budget-friendly starters ... but they may lack depth for complex mid-market needs compared to Carta” Grok 4.20 · direct prompt · soft negative
“Often praised for affordability ($0–low monthly), strong compliance ... High G2 ratings (4.8/5)” Grok 4.20 · negative prompt · first choice
“Cake Equity: Offers a free plan for up to 5 stakeholders, then predictable annual tiers.” Llama 4 Maverick · budget prompt · first choice
“Cake Equity and Eqvista stand out as top recommendations for limited budgets” Claude Haiku 4.5 · 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.