| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Strategic sourcing | Spend and procurement | 15% | 1 of 128 | 9% | 11 | accepted challenger | ▲+3Since September 2026: 11% → 14%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Supplier management | Spend and procurement | 9% | 4 of 111 | 0% | 6 | under 10 labels · led by Precoro at 14% | ▲+2Since September 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Strategic sourcing | 11% | 14% | ▲+3Since September 2026: 11% → 14%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 1 of 128 |
| Supplier management | 6% | 8% | ▲+2Since September 2026: 6% → 8%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 4 of 111 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 1 | 0 | 0 | 1 | 2 |
| Grok 4.1 Fast | 2 | 0 | 0 | 0 | 2 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 2 | 0 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 2 | 0 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“oboloo is highly rated (4.8/5) and offers a "free forever" cloud-based e-procurement software suite... a strong choice for small businesses” Mistral Small · Strategic sourcing · budget prompt · first choice
“oboloo — Best Free Option ... It's the only truly free-forever procurement platform with full supplier management capabilities” Kimi K2 · Supplier management · budget prompt · first choice
“If you need a truly zero-cost start, oboloo's free-forever plan and Tradogram's 1-user free tier are the lowest floor options.” Muse Glimmer 30B · Strategic sourcing · budget prompt · first choice
“If you need truly zero cost to start, oboloo free-forever and Tradogram's free tier are the lowest-risk entry points.” Muse Glimmer 30B · Supplier management · budget prompt · first choice
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.
“better suited to small and medium enterprises ... rather than a larger mid-market deployment” Perplexity Sonar · Strategic sourcing · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 37 of the 37 answers that named oboloo and are not a share of its labels.
174 of the 186 domain citations in answers naming oboloo came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 903 | 0 | 2026-06-03 | Supplier management, Strategic sourcing | |
| Glossary or explainer | 496 | 0 | 2026-04-28 | Supplier management, Strategic sourcing | |
| Template or tool | 78 | 0 | 2026-06-17 | ||
| Comparison | 72 | 0 | 2026-05-12 | Procure-to-pay | |
| Case study | 2 | 0 | 2026-04-28 | ||
| Report or ebook | 1 | 0 | 2026-04-28 | ||
| News or press | 1 | 0 | 2026-03-26 |
Every page oboloo.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What oboloo's own pages state, read September 28, 2026: oboloo.com, oboloo.com/pricing. A claimed page can correct any of 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 oboloo'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 oboloo, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for oboloo by email, built from the raw record of the edition. It shows:
AI models recommend oboloo first in Strategic sourcing this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.