| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| ERP systems | Accounting and close | 2% | 10 of 73 | 46% | 35 | criticized challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Transfer pricing | Tax and compliance | 0% | 55 of 101 | 25% | 4 | under 10 labels · led by TPGenie at 30% | |
| Professional services automation | Receivables and billing | 0% | 68 of 99 | 33% | 3 | under 10 labels · led by BigTime at 29% | |
| Supplier management | Spend and procurement | 0% | 110 of 111 | 67% | 3 | under 10 labels · led by Precoro at 14% | newNew since September 2026: not ranked then, 0% now. |
| Revenue recognition | Accounting and close | 0% | 74 of 77 | 100% | 2 | under 10 labels · led by Maxio at 20% | newNew since September 2026: not ranked then, 0% now. |
| Fixed asset accounting | Accounting and close | 0% | 97 of 107 | 100% | 1 | under 10 labels · led by Sage Fixed Assets at 34% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Lease accounting | Accounting and close | 0% | 54 of 71 | 0% | 1 | under 10 labels · led by FinQuery at 29% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| ERP systems | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 16 → 10 of 73 |
| Transfer pricing | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 55 of 101, unchanged |
| PSA | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 68 of 99, unchanged |
| Supplier management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 110 of 111, unchanged |
| Revenue recognition | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 74 of 77, unchanged |
| Fixed asset accounting | 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 80 → 97 of 107 |
| Lease accounting | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 54 of 71, 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 | 1 | 1 | 1 | 4 |
| GPT-5.4 mini | 0 | 1 | 2 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 4 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 1 | 0 | 1 | 3 | 5 |
| Mistral Small | 0 | 1 | 2 | 1 | 4 |
| DeepSeek V4 Flash | 0 | 0 | 2 | 2 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 6 | 8 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 1 | 0 | 1 | 2 | 4 |
Verbatim evidence the judge attached to positive labels.
“The best ERP software in 2026 is SAP S/4HANA Public Cloud, followed by Oracle NetSuite and SAP S/4HANA Private Cloud” Muse Glimmer 30B · ERP systems · comparative prompt · first choice
“SAP S/4HANA Cloud - Excellent for scalability and integration with complex business processes.” Claude Haiku 4.5 · ERP systems · paraphrase prompt · first choice
“SAP S/4HANA (top for large enterprises)” Grok 4.1 Fast · ERP systems · comparative prompt · first choice
“Choose SAP Cloud ERP if your company values structured finance processes, strong reporting, and a mature enterprise finance ecosystem.” GPT-5.4 mini · ERP systems · paraphrase 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.
“SAP S/4HANA - due to its steep learning curve, need for skilled consultants, lengthy deployments, and significant total cost of ownership.” Llama 4 Maverick · ERP systems · negative prompt · hard negative
“Approach with Extreme Caution ... SAP (S/4HANA, ECC): Highest complexity and failure rates ... Avoid if: Small/mid-sized business” Grok 4.1 Fast · ERP systems · negative prompt · hard negative
“Avoid SAP Ariba if you need low training overhead, low cost, or non-SAP ERP integration without significant IT.” Muse Glimmer 30B · Supplier management · negative prompt · hard negative
“you should generally avoid heavy-enterprise suites like SAP S/4HANA or Oracle Fusion Cloud” Qwen 3.7 Flash · ERP systems · 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 178 of the 197 answers that named SAP S/4HANA and are not a share of its labels.
365 of the 365 domain citations in answers naming SAP S/4HANA 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.
What SAP S/4HANA's own pages state, read September 28, 2026: sap.com, sap.com/about/trust-center/security/cloud-erp-security.html, sap.com/products/a-z.html. 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 SAP S/4HANA'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 S/4HANA, 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 S/4HANA by email, built from the raw record of the edition. It shows: