Thirteen of fourteen models named Carta Equity first on the direct prompt; one named Qapita. Carta Equity was named by fourteen of the fourteen models and Qapita by twelve and Carta Equity carries 78 labels and Qapita 25, so the shares are not directly comparable.
Named in one category 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, Carta Equity and Qapita were named in the same answer sixty-three times, of the 223 answers naming Carta Equity and the 66 naming Qapita. In those answers Qapita took the first choice four times and Carta Equity thirty-four.
| Model | DirectCE | ParaphraseCE | ComparativeCE | Budget-constrainedCE | Scale-constrainedCE | NegativeCE |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | CE | CE | CE | |||
| GPT-5.4 mini | CE | CE | CE | CE | CE | |
| Gemini 3.5 Flash | CE | CE | CE | CE | CE | CE |
| Perplexity Sonar | CE | CE | CE | CE | CE | |
| Grok 4.20 | CE | CE | CE | CE | CE | CE |
| Mistral Small | CE | CE | CE | CE | CE | CE |
| DeepSeek V4 Flash | CE | CE | CE | CE | CE | CE |
| Llama 4 Maverick | CE | CE | CE | |||
| Qwen 3.7 Flash | CE | CE | CE | |||
| Kimi K2 | CE | CE | CE | CE | CE | |
| GLM 4.7 FlashX | CE | CE | CE | CE | CE | CE |
| MiniMax M2.5 | CE | CE | CE | CE | CE | CE |
| GPT-6 Luna | CE | CE | CE | CE | CE | |
| Muse Glimmer 30B | CE | CE | CE | CE | CE |
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.
“Carta — Multiple Red Flags... founders are being forced into "cancellation request" meetings with sales reps” DeepSeek V4 Flash · negative prompt · hard negative
“Carta (Proceed with Clear Eyes) ... Aggressive & Opaque Pricing: Carta is notorious for steep price escalations as companies scale.” Gemini 3.5 Flash · negative prompt · soft negative
“powerful, but usually better for companies that can support a higher spend; it also tends to be less transparent on pricing” GPT-5.4 mini · budget prompt · soft negative
“The market leader for mid-to-late stage companies. Strong ecosystem, built-in 409A, liquidity/tender offer execution, and public transfer agent capabilities, though generally the most expensive.” Gemini 3.5 Flash · scale prompt · first choice
“A practical default for a typical mid-sized B2B company in the US is Carta for its breadth, 409A valuation, investor reporting and ecosystem.” Muse Glimmer 30B · paraphrase prompt · first choice
“I would recommend Carta if you're US-centric and have complex equity needs, or EquityList if you have international operations.” MiniMax M2.5 · 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.