# Numeric vs ReconArt: which do AI models recommend for account reconciliation, October 2026

Finance AI Recommendation Index, October 2026 Edition, Account reconciliation. Two of fourteen models named Numeric first on the direct prompt; zero named ReconArt. Page: https://finance-ai-index.com/accounting/account-reconciliation/numeric-vs-reconart/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Numeric | 10% | #3 of 12 | 0% | 37 | 12 of 14 |
| ReconArt | 2% | #8 of 12 | 0% | 16 | 10 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: numeric first (first choices: FloQast, Numeric) (alternatives: Oracle NetSuite, Sage Intacct, Trintech Adra)
- Kimi K2: numeric first (first choices: FloQast, Numeric) (alternatives: Sage Intacct, Trintech Adra)
- Claude Haiku 4.5: neither first, one named (first choices: Trintech Adra) (alternatives: FloQast, Numeric, Prophix One)
- Gemini 3.5 Flash: neither first, one named (first choices: FloQast) (alternatives: BlackLine, Numeric, Trintech Adra, ZoneReconcile)
- Perplexity Sonar: neither first, one named (first choices: Trintech Adra) (alternatives: Bluecopa, DOKKA, Numeric, Oracle Fusion Cloud EPM, Prophix One, ReconArt)
- Grok 4.1 Fast: neither first, one named (first choices: FloQast) (alternatives: Numeric, Trintech Adra)
- DeepSeek V4 Flash: neither first, one named (first choices: FloQast) (alternatives: Numeric, Sage Intacct, Trintech Adra)
- MiniMax M2.5: neither first, one named (first choices: Trintech Adra, Xenett) (alternatives: Numeric, Sage Intacct, ZoneReconcile)
- GPT-6 Luna: neither first, one named (first choices: FloQast) (alternatives: Numeric, Trintech Adra)
- GPT-5.4 mini: neither named (first choices: BlackLine) (alternatives: FloQast, Trintech Adra)
- Mistral Small: neither named (first choices: HighRadius) (alternatives: BlackLine, FloQast, Trintech)
- Llama 4 Maverick: neither named (first choices: Trintech Adra) (alternatives: Oracle NetSuite, Ramp, Sage Intacct)
- GLM 4.7 FlashX: neither named (first choices: FloQast, Trintech) (alternatives: BlackLine, HighRadius, Prophix One)
- Muse Glimmer 30B: neither named (first choices: FloQast) (alternatives: Sage Intacct, Trintech Adra)

## What the models said about Numeric

- "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

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.