Three of fourteen models named Qapita first on the direct prompt; zero named Shareworks. Qapita was named by twelve of the fourteen models and Shareworks by thirteen and both carry 29 labels, so the shares below are 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 October 2026 Edition, Qapita and Shareworks were named in the same answer twenty-eight times, of the 70 answers naming Qapita and the 97 naming Shareworks. In those answers Shareworks took the first choice seven times and Qapita four.
| 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. Four of five in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“more appropriately sized than enterprise-first options like Shareworks / Morgan Stanley at Work... Choose Shareworks only if you are already at enterprise complexity” Perplexity Sonar · paraphrase prompt · soft negative
“it's worth a caution for startups specifically ... clunky and overkill for pre-Series-B companies” DeepSeek V4 Flash · negative prompt · soft negative
“If you are an early-stage or mid-stage startup, Shareworks is generally considered a poor fit.” Gemini 3.5 Flash · negative prompt · soft negative
“Shareworks by Morgan Stanley at Work is the mid-market to enterprise benchmark for compliance-oriented administration.” Muse Glimmer 30B · paraphrase prompt · first choice
“The traditional "enterprise" heavyweights. If you are actively on the road to an IPO within the next 12–18 months, these platforms excel ... though they can be slow to implement.” Gemini 3.5 Flash · scale prompt · alternative
“Choose Shareworks if you want a more enterprise/finance-led platform and can tolerate a heavier implementation.” GPT-5.4 mini · 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.