Nine of fourteen models named FloQast first on the direct prompt; one named Trintech Adra. FloQast was named by fourteen of the fourteen models and Trintech Adra by twelve and FloQast carries 49 labels and Trintech Adra 28, so the shares are not directly comparable.
Named in seven categories this edition.
Named in two categories 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.
Across every category in the November 2026 Edition, FloQast and Trintech Adra were named in the same answer sixty-four times, of the 414 answers naming FloQast and the 66 naming Trintech Adra. In those answers Trintech Adra took the first choice three times and FloQast twenty-six.
| 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. Four of four in this category shown.
“Avoid enterprise platforms such as BlackLine, FloQast, and Trintech” Perplexity Sonar · budget prompt · hard negative
“For most mid-sized B2B companies, FloQast is the best overall choice due to its popularity, ease of use, and strong integration capabilities.” Mistral Small · paraphrase prompt · first choice
“Start with FloQast for most mid-market B2B companies—it's practical, highly rated for financial close/reconciliation, and minimizes risk.” Grok 4.20 · direct prompt · first choice
“FloQast — Best overall for mid-market close + reconciliation; Excel-friendly, fast implementation (2–4 weeks), $999/month starting.” DeepSeek V4 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Some enterprise-level reconciliation tools (e.g., BlackLine, FloQast, Trintech Adra) are powerful but can cost anywhere from $10,000 to over $100,000 per year.” Mistral Small · negative prompt · soft negative
“More enterprise-focused with excellent automation, but pricing is typically quote-based and can exceed limited budgets” Grok 4.20 · budget prompt · soft negative
“Several caution flags apply to Adra specifically: Separate architectures... Thinner feature set” DeepSeek V4 Flash · negative prompt · soft negative
“or Adra by Trintech if you want a more focused, streamlined solution. Both offer strong automation without overwhelming complexity.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Adra is best for mid-market companies with high-volume transaction matching needs” Claude Haiku 4.5 · direct prompt · first choice
“Adra by Trintech is my top recommendation for a mid-sized B2B company.” DeepSeek V4 Flash · paraphrase 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.