Zero of fourteen models named Xero first on the direct prompt; two named BlackLine Transaction Matching. Both were named by all fourteen models and Xero carries 32 labels and BlackLine Transaction Matching 53, so the shares are not directly comparable.
Named in twenty-five categories 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 account reconciliation 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 4.20 | ||||||
| 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. Two of two in this category shown.
“or Xero's Early plan (if you can afford ~$15\u201320/month) \u2014 they offer the best balance of cost, automation, and scalability” DeepSeek V4 Flash · budget prompt · first choice
“The best bank reconciliation automation for a mid-sized B2B company would be Xero, QuickBooks Online, or Trintech (Adra by Trintech).” Llama 4 Maverick · paraphrase 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.
“What to Avoid on a Budget - BlackLine ($50K+ per year) \u2014 enterprise-grade, way overkill” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid: Enterprise tools like Sage Intacct or full BlackLine unless your budget allows” Grok 4.20 · budget prompt · hard negative
“Avoid enterprise platforms such as BlackLine, FloQast, and Trintech” Perplexity Sonar · budget prompt · hard negative
“Market leader in Financial Close Management... Look at FloQast (for speed/Excel-friendly workflows) or BlackLine (for enterprise scale and rigid internal controls).” Gemini 3.5 Flash · comparative prompt · first choice
“BlackLine is the industry leader for high-volume, compliance-heavy reconciliation and is a leading enterprise reconciliation platform” Claude Haiku 4.5 · comparative prompt · first choice
“BlackLine is considered the industry leader for high-volume, compliance-heavy reconciliation and is best for enterprises.” Llama 4 Maverick · comparative prompt · first choice
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.