One of fourteen models named Trintech Adra first on the direct prompt; two named Numeric. Trintech Adra was named by twelve of the fourteen models and Numeric by twelve and Trintech Adra carries 28 labels and Numeric 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in four 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, Trintech Adra and Numeric were named in the same answer forty-four times, of the 66 answers naming Trintech Adra and the 207 naming Numeric. In those answers Numeric took the first choice six times and Trintech Adra two.
| 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. 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
No label in this category carried a quote.
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.