# Qapita vs Cake Equity: which do AI models recommend for cap table management, October 2026

Finance AI Recommendation Index, October 2026 Edition, Cap table management. Three of fourteen models named Qapita first on the direct prompt; two named Cake Equity. Page: https://finance-ai-index.com/corporate/cap-table-management/qapita-vs-cake-equity/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Qapita | 12% | #3 of 10 | 3% | 29 | 12 of 14 |
| Cake Equity | 12% | #4 of 10 | 12% | 32 | 13 of 14 |

## The direct prompt, model by model

- MiniMax M2.5: both first (first choices: Cake Equity, Qapita) (alternatives: Carta, Shareworks)
- Claude Haiku 4.5: qapita first (first choices: Qapita) (alternatives: Cake Equity, Carta, Pulley)
- Mistral Small: qapita first (first choices: Qapita) (alternatives: Ledgy, Pulley)
- Kimi K2: cake equity first (first choices: Cake Equity, Pulley) (alternatives: Eqvista, Ledgy)
- Gemini 3.5 Flash: neither first, one named (first choices: Carta) (alternatives: Ledgy, Mantle, Qapita)
- Perplexity Sonar: neither first, one named (first choices: Carta) (alternatives: Cake Equity, Pulley, Qapita)
- Qwen 3.7 Flash: neither first, one named (first choices: Carta) (alternatives: Pulley, Qapita, Shareworks)
- GLM 4.7 FlashX: neither first, one named (first choices: Carta) (alternatives: Fidelity Private Shares, Pulley, Qapita)
- Muse Glimmer 30B: neither first, one named (first choices: Carta) (alternatives: Cake Equity, Ledgy, Qapita)
- GPT-5.4 mini: neither named (first choices: Carta) (alternatives: Eqvista, Ledgy, Shareworks)
- Grok 4.1 Fast: neither named (first choices: Carta) (alternatives: Ledgy, Pulley)
- DeepSeek V4 Flash: neither named (first choices: Carta, Pulley) (alternatives: Shareworks)
- Llama 4 Maverick: neither named
- GPT-6 Luna: neither named (first choices: Carta) (alternatives: Shareworks)

## What the models said about Qapita

- "recurring mentions of technical issues, limited customization, and complex reporting" (Claude Haiku 4.5, negative prompt, soft negative)
- "Qapita is a top recommendation due to its strong mid-market focus, ease of use, and comprehensive features" (Mistral Small, paraphrase prompt, first choice)
- "Qapita stands out as the best overall choice due to its scalability, automation, and global capabilities." (Mistral Small, direct prompt, first choice)
- "Qapita — Best Overall for Mid-Market ... Go with Qapita or Cake Equity" (MiniMax M2.5, direct prompt, first choice)

## What the models said about Cake Equity

- "Cake Equity was explicitly named in a 2026 analyst aggregation ("the main platforms to avoid or treat cautiously")" (DeepSeek V4 Flash, negative prompt, hard negative)
- "Cake Equity: flagged with approximately 58% negative sentiment." (Qwen 3.7 Flash, negative prompt, hard negative)
- "Avoid Cake Equity for anything beyond very small teams." (GLM 4.7 FlashX, negative prompt, hard negative)
- "The best cap table management software for a company with a limited budget is Cake Equity, which offers a free starting point" (Llama 4 Maverick, budget prompt, first choice)
- "On a tight budget, Cake Equity gives you a real free starting point with a clear upgrade path." (Claude Haiku 4.5, budget prompt, first choice)
- "Go with Qapita or Cake Equity if: You want predictable, flat-rate pricing" (MiniMax M2.5, direct prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.
