# Numeric vs Xero: which do AI models recommend for account reconciliation, September 2026

Finance AI Recommendation Index, September 2026 Edition, Account reconciliation. Four of twelve models named Numeric first on the direct prompt; zero named Xero. Page: https://finance-ai-index.com/accounting/account-reconciliation/numeric-vs-xero/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Numeric | 14% | #2 of 11 | 0% | 28 | 10 of 12 |
| Xero | 4% | #7 of 11 | 17% | 12 | 10 of 12 |

## The direct prompt, model by model

- Gemini 3.5 Flash: numeric first (first choices: Numeric, ZoneReconcile) (alternatives: FloQast, HighRadius, Trintech Adra)
- DeepSeek V4 Flash: numeric first (first choices: Numeric) (alternatives: FloQast, Trintech Adra)
- Kimi K2: numeric first (first choices: FloQast, Numeric) (alternatives: Prophix One, Trintech Adra)
- GLM 4.7 FlashX: numeric first (first choices: Numeric) (alternatives: FloQast, HighRadius, OneStream, Oracle Account Reconciliation Cloud, Prophix One, Ramp, Trintech Adra)
- Perplexity Sonar: neither first, one named (first choices: FloQast) (alternatives: Numeric, Prophix One)
- Grok 4.1 Fast: neither first, one named (first choices: FloQast) (alternatives: Numeric, Prophix One, Trintech Adra)
- Qwen 3.7 Flash: neither first, one named (first choices: Trintech Adra) (alternatives: FloQast, Numeric, Prophix One)
- MiniMax M2.5: neither first, one named (first choices: Trintech Adra) (alternatives: Numeric, Ramp)
- Claude Haiku 4.5: neither named
- GPT-5.4 mini: neither named (first choices: FloQast) (alternatives: BlackLine, Oracle Account Reconciliation Cloud, Trintech)
- Mistral Small: neither named (first choices: HighRadius, Prophix One) (alternatives: Sage Intacct, Trintech Adra)
- Llama 4 Maverick: neither named

## What the models said about Numeric

- "Modern, fast, transaction-level visibility + reasonable pricing → Numeric (especially on NetSuite/Sage Intacct)" (DeepSeek V4 Flash, direct prompt, first choice)

## What the models said about Xero

- "Best overall value: Xero ($25/mo) for a clean, dedicated reconciliation view with strong bank‑feed support." (GLM 4.7 FlashX, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.