Finance AI Index
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B2B credit management · September 2026 Edition

Tesorio vs Nuvo

Four of twelve models named Tesorio first on the direct prompt; one named Nuvo. Tesorio was named by ten of the twelve models and Nuvo by twelve and Tesorio carries 20 labels and Nuvo 23, so the shares are not directly comparable.

Tesorio

accepted challenger

Named in five categories this edition.

Nuvo

accepted challenger

Named in three categories this edition.

First-choice share16%6%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#1#4A position in a field of 12; printed, not drawn.
Labels2023A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Tesorio reading right to left. Rank and label count are printed, not drawn.Gaviti was named alongside these two in nine of the twelve direct answers. Tesorio vs Gaviti · Tesorio vs Chaser · Tesorio vs Creditsafe

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; every quote names the model and the prompt it came from. Both figures come from the B2B credit management page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
TesorioFirst choices, of twelve modelsNuvo
Direct41
Paraphrase41
Comparative00
Budget-constrained00
Scale-constrained01
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where Tesorio and Nuvo stood in it.

Tesorio first, Nuvo an alternative

4 of 12 modelsNuvo was named in the answer but not as the choice, or not at all.
Perplexity SonarTesorio alternatives: Gaviti, HighRadius Credit Cloud, Quadient AR
Kimi K2Gaviti, Tesorio alternatives: Billtrust, Nuvo, Quadient AR
GLM 4.7 FlashXTesorio alternatives: Gaviti, Quadient AR
MiniMax M2.5Tesorio alternatives: Credit Pulse, Gaviti, Nuvo, Quadient AR

Nuvo first, Tesorio an alternative

1 of 12 modelsTesorio was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashNuvo alternatives: Bectran, Creditsafe, Gaviti, Tesorio

Neither was the first choice, one was named

3 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniQuadient AR alternatives: Bectran, D&B Finance Analytics Credit Intelligence, Nuvo
Gemini 3.5 FlashBectran alternatives: Esker, Quadient AR, Resolve Pay, Tesorio
Grok 4.1 FastGaviti alternatives: Bectran, Billtrust, Nuvo, Tesorio

Neither was named

4 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Gaviti alternatives: Chaser, Quadient AR
Mistral SmallGaviti alternatives: Billtrust, Quadient AR
Llama 4 Maverickno first choice
Qwen 3.7 FlashGaviti alternatives: Billtrust, Credit Pulse

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
Nuvo leads by two points.
Nuvo2%#– of 9
Tesorio0%#– of 9
The full small business standing →
Mid-marketThe figures above
The order flips: Tesorio leads at mid-market.
Tesorio16%#1 of 12
Nuvo6%#4 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Tesorio0%#8 of 10
Nuvo0%#9 of 10
The full enterprise standing →

What the models said about Tesorio

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

“Tesorio is often the best all‑in‑one choice for mid‑market B2B companies that want AI‑driven analytics plus integrated credit monitoring” GLM 4.7 FlashX · direct prompt · first choice
“I'd start with Tesorio if you run NetSuite or Salesforce and want an integrated order-to-cash platform” GLM 4.7 FlashX · paraphrase prompt · first choice

What the models said about Nuvo

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“Given your size, Esker, Nuvo, and Onguard are strong starting points” DeepSeek V4 Flash · scale prompt · first choice
“Nuvo — Best overall for a modern, standalone credit workflow” DeepSeek V4 Flash · direct prompt · first choice
“I'd recommend starting with Tesorio or Nuvo” Kimi K2 · paraphrase prompt · first choice
Also compared
Tesorio vs GavitiTesorio vs ChaserTesorio vs CreditsafeTesorio vs BectranTesorio vs HighRadius Credit CloudTesorio vs MerclexGaviti vs NuvoChaser vs NuvoNuvo vs CreditsafeNuvo vs BectranNuvo vs HighRadius Credit CloudNuvo vs MerclexAll twenty-eight head-to-head pages and the full B2B credit management 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.