Zero of twelve models named Wave first on the direct prompt; zero named Zoho Books. Both were named by all twelve models and both carry 27 labels, so the shares below are directly comparable.
Named in fourteen categories this edition.
Named in sixteen categories 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 accounting software page.
Across every category in the September 2026 Edition, Wave and Zoho Books were named in the same answer 138 times, of the 331 answers naming Wave and the 287 naming Zoho Books. In those answers Zoho Books took the first choice twenty-four times and Wave twenty-nine.
| 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 three in this category shown.
“the main ones to be cautious about are QuickBooks Self-Employed, Wave for growing or inventory-heavy businesses” Perplexity Sonar · negative prompt · hard negative
“For most companies with a truly limited budget, Wave (free) or Zoho Books/Patriot (low-cost) tend to offer the best balance of price and reliability.” DeepSeek V4 Flash · budget prompt · first choice
“Wave - Completely free accounting software with invoicing, expense tracking, and financial reports. Good for startups and small businesses.” Claude Haiku 4.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses” Grok 4.1 Fast · negative prompt · soft negative
“The Ecosystem Trap... you may find yourself fighting compatibility issues.” Qwen 3.7 Flash · negative prompt · soft negative
“it can be a poor fit if you do not already use other Zoho tools” Perplexity Sonar · negative prompt · soft negative
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.