Account reconciliation · November 2026 Edition
Prophix One vs Numeric
Two of fourteen models named Prophix One first on the direct prompt; two named Numeric. Prophix One was named by twelve of the fourteen models and Numeric by twelve and Prophix One carries 21 labels and Numeric 27, so the shares are not directly comparable.
Named in six categories this edition.
Named in four categories this edition.
First-choice share5%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 15; printed, not drawn.
Labels2127A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Prophix One reading right to left. Rank and label count are printed, not drawn.FloQast was named alongside these two in fourteen of the fourteen direct answers. FloQast vs Prophix One · FloQast vs Numeric · Xero vs Prophix One
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Prophix OneFirst choices, of fourteen modelsNumeric
Direct22
Paraphrase10
Comparative00
Budget-constrained00
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Prophix One and Numeric stood in it.
| 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 | | |
Prophix One Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prophix One on the left and Numeric on the right.The direct prompt
The plain question, one answer per model, grouped by where Prophix One and Numeric stood in it.
Prophix One first, Numeric an alternative
2 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXProphix One alternatives: FloQast, Numeric, Trintech Adra
Muse Glimmer 30BProphix One alternatives: BlackLine Transaction Matching, DOKKA, FloQast, Numeric, Trintech
Numeric first, Prophix One an alternative
2 of 14 modelsProphix One was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashFloQast, Numeric alternatives: Prophix One, Trintech
MiniMax M2.5FloQast, Numeric alternatives: Trintech Adra
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Trintech Adra alternatives: FloQast, Numeric, Prophix One
Gemini 3.5 FlashFloQast alternatives: BlackLine Transaction Matching, Numeric, Trintech Adra, ZoneReconcile
Perplexity SonarFloQast alternatives: HighRadius, Numeric, Prophix One, Trintech Adra
Grok 4.20FloQast alternatives: BlackLine Transaction Matching, Datarails, Prophix One, Trintech
Mistral SmallFloQast alternatives: Numeric, Prophix One, Trintech Adra
Llama 4 MaverickFloQast alternatives: BlackLine Transaction Matching, Numeric, Prophix One, Trintech Adra
Kimi K2FloQast alternatives: DOKKA, Numeric, Trintech
GPT-6 LunaFloQast alternatives: BlackLine Transaction Matching, Numeric, Trintech Adra
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniBlackLine Transaction Matching alternatives: FloQast, Trintech
Qwen 3.7 FlashBlackLine Transaction Matching alternatives: FloQast, ReconArt, Syft, Vena
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Numeric leads by three points.
Numeric3%#6 of 10Prophix One0%#– of 10Mid-marketThe figures above
The order flips: Prophix One leads at mid-market.
Prophix One5%#6 of 15Numeric3%#8 of 15Enterprise
Level: the same share of first choices.
Prophix One0%#– of 10Numeric0%#8 of 10What the models said about Prophix One
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“I'd recommend starting with Sage Intacct or Prophix One for their comprehensive mid-market focus” MiniMax M2.5 · paraphrase prompt · first choice
What the models said about Numeric
No label in this category carried a quote.
Also compared
FloQast vs Prophix OneFloQast vs NumericXero vs Prophix OneXero vs NumericQuickBooks Online vs Prophix OneQuickBooks Online vs NumericZoho Books vs Prophix OneZoho Books vs NumericTrintech Adra vs Prophix OneTrintech Adra vs NumericProphix One vs BlackLine Transaction MatchingBlackLine Transaction Matching vs NumericAll twenty-eight head-to-head pages and the full account reconciliation standing
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.