One of fourteen models named Trintech Adra first on the direct prompt; two named BlackLine Transaction Matching. Trintech Adra was named by twelve of the fourteen models and BlackLine Transaction Matching by fourteen and Trintech Adra carries 28 labels and BlackLine Transaction Matching 53, so the shares are not directly comparable.
Named in two 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.
Across every category in the November 2026 Edition, Trintech Adra and BlackLine Transaction Matching were named in the same answer thirty-two times, of the 66 answers naming Trintech Adra and the 163 naming BlackLine Transaction Matching. In those answers BlackLine Transaction Matching took the first choice nine 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
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.