Zero of fourteen models named Ledgy first on the direct prompt; zero named Fidelity Private Shares. Ledgy was named by thirteen of the fourteen models and Fidelity Private Shares by eight and Ledgy carries 39 labels and Fidelity Private Shares 11, so the shares are not directly comparable.
Named in two 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 October 2026 Edition, Ledgy and Fidelity Private Shares were named in the same answer thirteen times, of the 109 answers naming Ledgy and the 25 naming Fidelity Private Shares. In those answers Fidelity Private Shares took the first choice zero 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 4.1 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. Five of six in this category shown.
“Historic data setup can take effort and some users find complex funding round modeling less intuitive” Claude Haiku 4.5 · negative prompt · soft negative
“starts at €75/month, but is often a better fit for European/international companies” GPT-5.4 mini · budget prompt · soft negative
“Shortlist 3–5: Demo Carta, Ledgy, and 1–2 others matching your location/equity needs.” Grok 4.1 Fast · scale prompt · first choice
“these international-first platforms offer superior localized tax and legal compliance automation compared to US-centric platforms” Gemini 3.5 Flash · scale prompt · alternative
“they're flagged more than leaders like Ledgy or Fidelity Private Shares ... For growth, Ledgy (EU/international)” Grok 4.1 Fast · negative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choose Fidelity Private Shares if you are a brand new company, want institutional-grade legal compliance” Gemini 3.5 Flash · budget prompt · first choice
“Highly rated, stable alternatives in the current market include Fidelity Private Shares (historically Shoobx)” Gemini 3.5 Flash · negative prompt · alternative
“leaders like Ledgy or Fidelity Private Shares ... Fidelity Private Shares (<25 stakeholders)” Grok 4.1 Fast · negative 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.