Supplier management · October 2026 Edition
Ivalua vs Kodiak Hub
One of fourteen models named Ivalua first on the direct prompt; one named Kodiak Hub. Ivalua was named by fourteen of the fourteen models and Kodiak Hub by nine and Ivalua carries 22 labels and Kodiak Hub 13, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
First-choice share4%2%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#7#8A position in a field of 13; printed, not drawn.
Labels2213A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Ivalua 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 Ivalua · Precoro vs Kodiak Hub · Procurify vs Ivalua
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.
IvaluaFirst choices, of fourteen modelsKodiak Hub
Direct111 against Ivalua
Paraphrase00
Comparative20
Budget-constrained00
Scale-constrained10
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 Ivalua and Kodiak Hub 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 | | | |
Ivalua Kodiak Hub first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ivalua on the left and Kodiak Hub on the right.The direct prompt
The plain question, one answer per model, grouped by where Ivalua and Kodiak Hub stood in it.
Ivalua first, Kodiak Hub not the choice
1 of 14 modelsKodiak Hub 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
Kodiak Hub first, Ivalua not the choice
1 of 14 modelsIvalua was named in the answer but not as the choice, or not at all.Mistral SmallKodiak Hub, Procurify alternatives: Payhawk
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
DeepSeek V4 FlashGatekeeper alternatives: Kodiak Hub, Precoro, Procurify
Llama 4 MaverickPrecoro alternatives: Coupa, GEP SMART, Ivalua, Payhawk
Qwen 3.7 FlashCoupa alternatives: HighRadius, Ivalua, Zycus
GPT-6 LunaPrecoro alternatives: Kodiak Hub, Procurify
Muse Glimmer 30BPayhawk, Procurify alternatives: Coupa, Gatekeeper, Kodiak Hub, Precoro
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarPayhawk alternatives: Precoro
Grok 4.1 FastCoupa alternatives: Payhawk, Precoro, Procurify, SAP Ariba
Kimi K2Procurify alternatives: Precoro, ProcureDesk, Zip
GLM 4.7 FlashXPrecoro alternatives: Gatekeeper, Procurify, SAP Business One
MiniMax M2.5Payhawk, Precoro alternatives: Striven, Zip
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
Level: the same share of first choices.
Ivalua0%#7 of 10Kodiak Hub0%#– of 10Mid-marketThe figures above
Enterprise
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
What the models said about Kodiak Hub
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Procurify and Kodiak Hub are frequently recommended” Mistral Small · direct prompt · first choice
“Kodiak Hub is a supplier relationship and vendor management platform for mid-to-large teams that want best-of-breed supplier management” Muse Glimmer 30B · paraphrase prompt · alternative
“Kodiak Hub is a dedicated Supplier Relationship Management (SRM) platform built specifically to manage this lifecycle” Gemini 3.5 Flash · direct prompt · alternative
Also compared
Precoro vs IvaluaPrecoro vs Kodiak HubProcurify vs IvaluaProcurify vs Kodiak HubTradogram vs IvaluaTradogram vs Kodiak HubCoupa vs IvaluaCoupa vs Kodiak HubGatekeeper vs IvaluaGatekeeper vs Kodiak HubPayhawk vs IvaluaPayhawk 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.