Two of fourteen models named Ledgy first on the direct prompt; zero named Fidelity Private Shares. Ledgy was named by fourteen of the fourteen models and Fidelity Private Shares by twelve and Ledgy carries 56 labels and Fidelity Private Shares 17, 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 Fidelity Private Shares were named in the same answer twenty-nine times, of the 151 answers naming Ledgy and the 40 naming Fidelity Private Shares. In those answers Fidelity Private Shares took the first choice four times and Ledgy zero.
| 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. Three of four in this category shown.
“Fidelity Private Shares is the best free cap table tool for most early-stage founders in 2026” Muse Glimmer 30B · budget prompt · first choice
“For most early-stage founders, Fidelity Private Shares is the best free option” Mistral Small · budget prompt · first choice
“### 1. Fidelity Private Shares (Best Overall Free Option)” GLM 4.7 FlashX · 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.