Finance AI Index
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Strategic sourcing · September 2026 Edition

Tradogram vs Coupa

Zero of twelve models named Tradogram first on the direct prompt; zero named Coupa. Tradogram was named by nine of the twelve models and Coupa by twelve and Tradogram carries 19 labels and Coupa 33, so the shares are not directly comparable.

Tradogram

accepted challenger

Named in four categories this edition.

Coupa

criticized challenger

Named in ten categories this edition.

First-choice share15%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%42%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 11; printed, not drawn.
Labels1933A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Tradogram reading right to left. Rank and label count are printed, not drawn.GEP SMART was named alongside these two in nine of the twelve direct answers. Precoro vs Tradogram · Precoro vs Coupa · Tradogram vs GEP SMART

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 strategic sourcing page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
TradogramFirst choices, of twelve modelsCoupa
Direct004 against Coupa
Paraphrase324 against Coupa
Comparative00
Budget-constrained402 against Coupa
Scale-constrained013 against Coupa
Negative001 against Coupa
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 Tradogram and Coupa 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
Tradogram Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tradogram on the left and Coupa on the right.

The direct prompt

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

Neither was the first choice, one was named

8 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5no first choice alternatives: Coupa, GEP SMART, SourceRFX, Tradogram, Zycus
GPT-5.4 miniProcurify alternatives: Archlet, Coupa, Ivalua, SAP Ariba
Grok 4.1 FastPrecoro alternatives: GEP SMART, Market Dojo, Tradogram
Mistral SmallGEP SMART, Ivalua alternatives: Coupa, Workday Strategic Sourcing, Zycus
DeepSeek V4 FlashPrecoro alternatives: GEP SMART, Market Dojo, Tradogram, Workday Strategic Sourcing
Llama 4 MaverickGEP SMART alternatives: Coupa, Jaggaer, Keelvar, Zycus
Qwen 3.7 FlashGEP SMART alternatives: Coupa, Jaggaer, Procol, ProcurePort, Zycus
Kimi K2Precoro alternatives: GEP SMART, Market Dojo, Procol, Tradogram

Neither was named

4 of 12 modelsThe answer made no first choice from these two in this category.
Gemini 3.5 FlashWorkday Strategic Sourcing alternatives: Archlet, Market Dojo, Tropic, Zip
Perplexity SonarGEP SMART alternatives: Bonfire, Precoro, Procol
GLM 4.7 FlashXPrecoro alternatives: GEP SMART, SAP Ariba, ServiceNow Source‑to‑Pay Operations
MiniMax M2.5Precoro, Workday Strategic Sourcing alternatives: Zycus

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
Tradogram leads by forty-five points.
Tradogram45%#1 of 12
Coupa0%#11 of 12
The full small business standing →
Mid-marketThe figures above
Tradogram leads by nine points.
Tradogram15%#2 of 11
Coupa6%#4 of 11
The full mid-market standing →
Enterprise
Tradogram is not named for this buyer.
Coupa35%#1 of 7
Tradogram—not named
The full enterprise standing →

What the models said about Tradogram

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

“I'd recommend starting with Tradogram or Prokuria as they offer strong e-sourcing and RFP functionality without enterprise-level pricing” MiniMax M2.5 · paraphrase prompt · first choice
“Recommended as the best for SMB (small and medium-sized business) sourcing, offering features tailored to smaller budgets” Mistral Small · budget prompt · first choice

What the models said about Coupa

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 Coupa if you want a broadly adopted, fast-implementing procurement platform with sourcing capabilities” Perplexity Sonar · paraphrase prompt · first choice
Also compared
Precoro vs TradogramPrecoro vs CoupaTradogram vs GEP SMARTTradogram vs IvaluaTradogram vs JaggaerGEP SMART vs CoupaCoupa vs IvaluaCoupa vs JaggaerAll fifteen head-to-head pages and the full strategic sourcing 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.