Supplier management · October 2026 Edition
Tradogram vs Ivalua
Zero of fourteen models named Tradogram first on the direct prompt; one named Ivalua. Tradogram was named by eight of the fourteen models and Ivalua by fourteen and Tradogram carries 11 labels and Ivalua 22, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 13; printed, not drawn.
Labels1122A 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.Precoro was named alongside these two in ten of the fourteen direct answers. Precoro vs Tradogram · Precoro vs Ivalua · Procurify vs Tradogram
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 supplier management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TradogramFirst choices, of fourteen modelsIvalua
Direct011 against Ivalua
Paraphrase00
Comparative02
Budget-constrained50
Scale-constrained01
Negative002 against Ivalua
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 Tradogram and Ivalua 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 4.1 Fast | | | | | ||
| 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 | | |
Tradogram Ivalua first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tradogram on the left and Ivalua on the right.The direct prompt
The plain question, one answer per model, grouped by where Tradogram and Ivalua stood in it.
Ivalua first, Tradogram not the choice
1 of 14 modelsTradogram was named in the answer but not as the choice, or not at all.GPT-5.4 miniCoupa, Ivalua alternatives: Oracle Fusion Cloud Procurement, SAP Ariba Supplier Risk
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Llama 4 MaverickPrecoro alternatives: Coupa, GEP SMART, Ivalua, Payhawk
Qwen 3.7 FlashCoupa alternatives: HighRadius, Ivalua, Zycus
Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Procurify alternatives: Coupa, HICX, Jaggaer, Kodiak Hub
Gemini 3.5 FlashProcurify alternatives: ComplianceQuest, Gatekeeper, Graphite Connect, Ironclad, Kodiak Hub, Precoro, Vertice, Zip
Perplexity SonarPayhawk alternatives: Precoro
Grok 4.1 FastCoupa alternatives: Payhawk, Precoro, Procurify, SAP Ariba
Mistral SmallKodiak Hub, Procurify alternatives: Payhawk
DeepSeek V4 FlashGatekeeper alternatives: Kodiak Hub, Precoro, Procurify
Kimi K2Procurify alternatives: Precoro, ProcureDesk, Zip
GLM 4.7 FlashXPrecoro alternatives: Gatekeeper, Procurify, SAP Business One
MiniMax M2.5Payhawk, Precoro alternatives: Striven, Zip
GPT-6 LunaPrecoro alternatives: Kodiak Hub, Procurify
Muse Glimmer 30BPayhawk, Procurify alternatives: Coupa, Gatekeeper, Kodiak Hub, Precoro
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 twenty-four points.
Tradogram24%#2 of 10Ivalua0%#7 of 10Mid-marketThe figures above
Enterprise
The order flips: Ivalua leads at enterprise.
Ivalua14%#3 of 8Tradogram0%#– of 8What 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.
“Tradogram is the standout choice — it's purpose-built for procurement, has a genuinely free tier to start, and scales affordably” DeepSeek V4 Flash · budget prompt · first choice
“Precoro and Tradogram are particularly praised for their combination of affordability” Claude Haiku 4.5 · budget prompt · first choice
What the models said about Ivalua
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“What to Avoid for Mid-Market: Coupa, SAP Ariba, Ivalua” DeepSeek V4 Flash · direct prompt · hard negative
“Enterprise-heavy tools (e.g., SAP Ariba, Coupa, Ivalua): Frequent complaints about complex implementations, steep learning curves, high costs” Grok 4.1 Fast · negative prompt · soft negative
“Coupa or Ivalua for most mid-market B2B companies that want the best balance of supplier management, procurement automation, and scalability.” GPT-5.4 mini · direct prompt · first choice
“Look for platforms like Coupa, Ivalua, Precoro, or Procuri, which target the mid-market specifically.” Qwen 3.7 Flash · scale prompt · first choice
“Choose Coupa or Ivalua for a modern, configurable UI and strong analytics.” GLM 4.7 FlashX · comparative prompt · first choice
Also compared
Precoro vs TradogramPrecoro vs IvaluaProcurify vs TradogramProcurify vs IvaluaTradogram vs CoupaTradogram vs GatekeeperTradogram vs PayhawkTradogram vs Kodiak HubCoupa vs IvaluaGatekeeper vs IvaluaPayhawk vs IvaluaIvalua vs Kodiak HubAll twenty-eight head-to-head pages and the full supplier 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.