Numeric vs ReconArt
Two of fourteen models named Numeric first on the direct prompt; zero named ReconArt. Numeric was named by twelve of the fourteen models and ReconArt by ten and Numeric carries 37 labels and ReconArt 16, so the shares are not directly comparable.
Named in four 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.
By framing
NumericFirst choices, of fourteen modelsReconArt
Every model, every framing
| 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 | | | ||||
| GPT-6 Luna | | | | |||
| Muse Glimmer 30B | |
Numeric ReconArt first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and ReconArt on the right.The direct prompt
Numeric first, ReconArt not the choice
2 of 14 modelsReconArt was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“prioritize tools with easy setup, AI matching, and compliance (e.g., for mid-market: Numeric or simpler options)” Grok 4.1 Fast · negative prompt · first choice
“I'd suggest starting with Numeric if you want modern AI-driven automation at a more accessible price point” Kimi K2 · paraphrase prompt · first choice
What the models said about ReconArt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you need specialized, high-volume automation: Start with ReconArt at ~$300/month.” GLM 4.7 FlashX · paraphrase prompt · first choice
“For large, complex, or high-volume reconciliations: ReconArt or BlackLine.” Mistral Small · comparative prompt · first choice
“a solid choice for medium to large businesses that need stronger reconciliation specialization” Perplexity Sonar · paraphrase prompt · alternative
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.