| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Procure-to-pay | Spend and procurement | 0% | 87 of 87 | 57% | 46 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Supplier management | Spend and procurement | 0% | 111 of 111 | 57% | 42 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Strategic sourcing | Spend and procurement | 0% | 128 of 128 | 69% | 32 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Global e-invoicing compliance | Tax and compliance | 0% | 26 of 136 | 20% | 10 | accepted challenger | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Spend management platforms | Spend and procurement | 0% | 14 of 46 | 14% | 7 | under 10 labels · led by Ramp at 44% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts payable automation | Spend and procurement | 0% | 49 of 54 | 50% | 2 | under 10 labels · led by Ramp at 22% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Expense management | Spend and procurement | 0% | 49 of 54 | 100% | 1 | under 10 labels · led by Ramp at 35% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Global e-invoicing compl | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 9 → 26 of 136 |
| Procure-to-pay | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 81 → 87 of 87 |
| Supplier management | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 79 → 111 of 111 |
| Strategic sourcing | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 125 → 128 of 128 |
| Spend management platfor | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 31 → 14 of 46 |
| Accounts payable automat | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 54 → 49 of 54 |
| Expense management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 49 of 54, unchanged |
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 | 1 | 2 | 2 | 2 | 7 |
| GPT-5.4 mini | 1 | 3 | 0 | 6 | 10 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 15 | 17 |
| Perplexity Sonar | 1 | 0 | 2 | 3 | 6 |
| Grok 4.1 Fast | 1 | 1 | 3 | 9 | 14 |
| Mistral Small | 0 | 4 | 3 | 1 | 8 |
| DeepSeek V4 Flash | 0 | 4 | 1 | 7 | 12 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 3 | 1 | 11 | 15 |
| Kimi K2 | 1 | 1 | 4 | 7 | 13 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 6 | 9 |
| MiniMax M2.5 | 1 | 4 | 3 | 3 | 11 |
| GPT-6 Luna | 0 | 2 | 0 | 3 | 5 |
| Muse Glimmer 30B | 2 | 4 | 1 | 4 | 11 |
Verbatim evidence the judge attached to positive labels.
“is recognized as a best enterprise suite, particularly for large procurement teams that need lifecycle, performance, and risk in one governed system tied to SAP” Claude Haiku 4.5 · Supplier management · comparative prompt · first choice
“Best overall in 2026 expert picks: *Large enterprises needing supplier collaboration and guided buying across complex spend.* Rank #1 9.2/10” Muse Glimmer 30B · Procure-to-pay · comparative prompt · first choice
“for procurement, the leading tools are strategic sourcing platforms like SAP Ariba, Coupa, Archlet, Scanmarket, and Market Dojo” Perplexity Sonar · Strategic sourcing · comparative prompt · first choice
“choose a full source-to-pay SRM suite like SAP Ariba, Coupa, Ivalua or Jaggaer if you need end-to-end supplier lifecycle” Muse Glimmer 30B · Supplier management · comparative 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.
“This is the platform with the most significant and consistent negative feedback." ... "Small-to-mid companies, vendors forced to use it, anyone who values user experience” DeepSeek V4 Flash · Supplier management · negative prompt · hard negative
“Mid-sized companies should avoid heavyweight enterprise legacy platforms (like SAP Ariba or Oracle) because they are highly expensive, complex” Gemini 3.5 Flash · Strategic sourcing · paraphrase prompt · hard negative
“You generally want to avoid heavy enterprise solutions (like SAP Ariba) unless you have a dedicated procurement team of 10+” Qwen 3.7 Flash · Strategic sourcing · paraphrase prompt · hard negative
“avoid platforms that monetize the supplier side of the network.... The Platforms: SAP Ariba, Coupa, and Oracle SCM.” Gemini 3.5 Flash · Supplier management · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 519 of the 545 answers that named SAP Ariba and are not a share of its labels.
1,300 of the 1,300 domain citations in answers naming SAP Ariba 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 |
|---|---|---|---|---|---|
| News or press | 1,797 | 92 | 2026-09-28 | ||
| Blog | 677 | undated | |||
| Glossary or explainer | 183 | 0 | 2023-08-01 | ||
| Conference or event | 146 | 0 | 2026-05-01 | ||
| Report or ebook | 98 | 0 | 2025-04-01 | ||
| Case study | 29 | 0 | 2023-10-01 | ||
| Comparison | 21 | undated | |||
| Template or tool | 13 | undated | |||
| Webinar or virtual event | 10 | undated | |||
| Podcast or video | 2 | 1 | 2026-09-24 |
As the event pages on sap.com state them, read September 28, 2026.
Every page sap.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. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. 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.
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 SAP Ariba'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 SAP Ariba, 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 SAP Ariba by email, built from the raw record of the edition. It shows: