Two of twelve models named SOFT4Lessee first on the direct prompt; zero named Crunchafi. SOFT4Lessee was named by seven of the twelve models and Crunchafi by nine and SOFT4Lessee carries 10 labels and Crunchafi 15, 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 twelve 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 lease accounting page.
| 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 |
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. Three of four in this category shown.
“Overall best for mid‑sized companies ... SOFT4Lessee for a balanced mid‑market choice” GLM 4.7 FlashX · scale prompt · first choice
“FinQuery (LeaseQuery) and SOFT4Lessee are the top recommendations” Mistral Small · direct prompt · first choice
“SOFT4Lessee is the best first shortlist option” Claude Haiku 4.5 · 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.
“Data entry inaccuracies, lack of OCR for lease abstraction, cumbersome journal entries” Grok 4.1 Fast · negative prompt · hard negative
“Crunchafi offers a per-lease pricing model that gives budget-conscious buyers a concrete cost basis” Claude Haiku 4.5 · budget prompt · first choice
“Best for: Companies that want pay-per-lease scalability rather than fixed monthly subscriptions, especially CPA firms.” DeepSeek V4 Flash · budget prompt · alternative
“Best for: Companies that prefer a pay-as-you-go model or work closely with an external CPA firm.” Gemini 3.5 Flash · budget 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.