Two of fourteen models named Ledgy first on the direct prompt; one named Qapita. Ledgy was named by fourteen of the fourteen models and Qapita by twelve and Ledgy carries 56 labels and Qapita 25, 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 Qapita were named in the same answer fifty-four times, of the 151 answers naming Ledgy and the 66 naming Qapita. In those answers Qapita took the first choice five times and Ledgy three.
| 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
“enterprise-focused solutions like Carta, Qapita, or Morgan Stanley's Shareworks” GLM 4.7 FlashX · scale prompt · first choice
“Qapita stands out specifically for mid-market companies.” Claude Haiku 4.5 · direct prompt · first choice
“If budget is a primary constraint, Qapita offers strong core functionality at a more accessible price point.” MiniMax M2.5 · direct 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.