| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Supplier management | Spend and procurement | 2% | 8 of 80 | 0% | 21 | accepted challenger |
| Strategic sourcing | Spend and procurement | 0% | 38 of 127 | 0% | 3 | under 10 labels · led by Precoro at 17% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 4 | 2 | 0 | 6 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 3 | 2 | 0 | 5 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Best Overall: Kodiak Hub ... Start with a demo of Kodiak Hub” GLM 4.7 FlashX · Supplier management · paraphrase prompt · first choice
“the newer, more user-friendly platforms (like Kodiak Hub, Zapro, and others rated 4.6\u20134.7) may serve you better” DeepSeek V4 Flash · Supplier management · negative prompt · alternative
“optimized for complex, multi-variable bidding, direct material supplier auditing, and logistics sourcing” Gemini 3.5 Flash · Strategic sourcing · scale prompt · alternative
“look at agile, modern, and modular platforms (like *Kodiak Hub*, *Zip*, *Procurify*, or *Stampli*)” Gemini 3.5 Flash · Supplier management · negative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 29 of the 37 answers that named Kodiak Hub and are not a share of its labels.
101 of the 119 domain citations in answers naming Kodiak Hub came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Kodiak Hub's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Kodiak Hub, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at kodiakhub.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.