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Account reconciliation · November 2026 Edition

Trintech Adra vs Numeric

One of fourteen models named Trintech Adra first on the direct prompt; two named Numeric. Trintech Adra was named by twelve of the fourteen models and Numeric by twelve and Trintech Adra carries 28 labels and Numeric 27, so the shares are not directly comparable.

Trintech Adra

accepted challenger

Named in two categories this edition.

Numeric

accepted challenger

Named in four categories this edition.

First-choice share8%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate14%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 15; printed, not drawn.
Labels2827A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Trintech Adra 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 Trintech Adra · FloQast vs Numeric · Xero vs Trintech Adra

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.
Trintech AdraFirst choices, of fourteen modelsNumeric
Direct12
Paraphrase40
Comparative00
Budget-constrained001 against Trintech Adra
Scale-constrained00
Negative003 against Trintech Adra
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.

Across every category in the November 2026 Edition, Trintech Adra and Numeric were named in the same answer forty-four times, of the 66 answers naming Trintech Adra and the 207 naming Numeric. In those answers Numeric took the first choice six times and Trintech Adra two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Trintech Adra and Numeric stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Trintech Adra Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Trintech Adra on the left and Numeric on the right.

The direct prompt

The plain question, one answer per model, grouped by where Trintech Adra and Numeric stood in it.

Trintech Adra first, Numeric an alternative

1 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Trintech Adra alternatives: FloQast, Numeric, Prophix One

Numeric first, Trintech Adra an alternative

2 of 14 modelsTrintech Adra 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.
Gemini 3.5 FlashFloQast alternatives: BlackLine Transaction Matching, Numeric, Trintech Adra, ZoneReconcile
Perplexity SonarFloQast alternatives: HighRadius, Numeric, Prophix One, Trintech Adra
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
GLM 4.7 FlashXProphix One alternatives: FloQast, Numeric, Trintech Adra
GPT-6 LunaFloQast alternatives: BlackLine Transaction Matching, Numeric, Trintech Adra
Muse Glimmer 30BProphix One alternatives: BlackLine Transaction Matching, DOKKA, FloQast, Numeric, Trintech

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniBlackLine Transaction Matching alternatives: FloQast, Trintech
Grok 4.20FloQast alternatives: BlackLine Transaction Matching, Datarails, Prophix One, 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 10
Trintech Adra0%#– of 10
The full small business standing →
Mid-marketThe figures above
The order flips: Trintech Adra leads at mid-market.
Trintech Adra8%#5 of 15
Numeric3%#8 of 15
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Trintech Adra0%#– of 10
Numeric0%#8 of 10
The full enterprise standing →

What the models said about Trintech Adra

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

What the models said about Numeric

No label in this category carried a quote.

Also compared

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.