| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Supplier management | Spend and procurement | 7% | 5 of 111 | 36% | 45 | criticized challenger | ▲+6Since September 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Strategic sourcing | Spend and procurement | 4% | 11 of 128 | 47% | 30 | criticized challenger | ▼−2Since September 2026: 6% → 5%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Procure-to-pay | Spend and procurement | 3% | 7 of 87 | 50% | 50 | criticized challenger | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Global e-invoicing compliance | Tax and compliance | 2% | 9 of 136 | 0% | 11 | accepted challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Spend management platforms | Spend and procurement | 2% | 8 of 46 | 31% | 32 | criticized challenger | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts payable automation | Spend and procurement | 0% | 22 of 54 | 29% | 14 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Business bill pay | Treasury and cash | 0% | 18 of 98 | 0% | 6 | under 10 labels · led by BILL at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Corporate travel management | Spend and procurement | 0% | 25 of 61 | 0% | 1 | under 10 labels · led by Navan at 53% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Sales tax automation | Tax and compliance | 0% | 27 of 37 | 0% | 1 | under 10 labels · led by Avalara AvaTax at 32% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Supplier management | 2% | 8% | ▲+6Since September 2026: 2% → 8%, +6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 18 → 5 of 111 |
| Global e-invoicing compl | 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 29 → 9 of 136 |
| Spend management platfor | 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 14 → 8 of 46 |
| Procure-to-pay | 2% | 4% | ▲+2Since September 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 13 → 7 of 87 |
| Strategic sourcing | 6% | 5% | ▼−2Since September 2026: 6% → 5%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 11 of 128 |
| 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 10 → 22 of 54 |
| Business bill 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 17 → 18 of 98 |
| Corporate travel managem | 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 13 → 25 of 61 |
| Sales tax automation | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 27 of 37, 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 | 0 | 6 | 4 | 3 | 13 |
| GPT-5.4 mini | 3 | 3 | 1 | 4 | 11 |
| Gemini 3.5 Flash | 0 | 3 | 1 | 11 | 15 |
| Perplexity Sonar | 1 | 1 | 4 | 5 | 11 |
| Grok 4.1 Fast | 2 | 1 | 6 | 5 | 14 |
| Mistral Small | 1 | 2 | 6 | 2 | 11 |
| DeepSeek V4 Flash | 3 | 3 | 4 | 12 | 22 |
| Llama 4 Maverick | 0 | 4 | 5 | 0 | 9 |
| Qwen 3.7 Flash | 4 | 5 | 2 | 7 | 18 |
| Kimi K2 | 2 | 3 | 5 | 7 | 17 |
| GLM 4.7 FlashX | 4 | 2 | 3 | 4 | 13 |
| MiniMax M2.5 | 1 | 5 | 5 | 2 | 13 |
| GPT-6 Luna | 0 | 5 | 1 | 5 | 11 |
| Muse Glimmer 30B | 2 | 5 | 3 | 2 | 12 |
Verbatim evidence the judge attached to positive labels.
“the platform that coined "business spend management"... Best for: Enterprises that want procurement, invoicing and expense in one business spend management suite.” Muse Glimmer 30B · Spend management platfor · comparative prompt · first choice
“Most mid-market B2B companies find that Coupa or GEP SMART provide the best balance of depth, analytics, and mid-market pricing” GLM 4.7 FlashX · Strategic sourcing · direct prompt · first choice
“"Best for centralized spend and supplier management: Coupa, if you want procurement and finance standardized in one place."” Muse Glimmer 30B · Supplier management · comparative prompt · first choice
“Coupa — *The Enterprise Leader* ... ~54% first-choice share in enterprise spend management — the clear category leader.” DeepSeek V4 Flash · Spend management platfor · 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.
“What to avoid on a tight budget:- Enterprise-oriented products like Tipalti and Coupa generally start much higher” Perplexity Sonar · Accounts payable automat · budget prompt · hard negative
“Coupa's expense management module lacks features found in specialized competitors, has no native corporate card” Claude Haiku 4.5 · Spend management platfor · negative prompt · hard negative
“### 2. Coupa ⚠️ Common complaints: - Clunky, poorly designed UI - described as "unworkable"” Kimi K2 · Supplier management · negative prompt · hard negative
“the biggest mistake is choosing a heavyweight enterprise platform (like SAP Ariba, Coupa, or Jaggaer)” Gemini 3.5 Flash · Supplier management · paraphrase 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 674 of the 717 answers that named Coupa and are not a share of its labels.
1,734 of the 1,734 domain citations in answers naming Coupa 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 | 924 | undated | |||
| News or press | 526 | undated | |||
| Conference or event | 111 | undated | |||
| Case study | 10 | undated | |||
| Report or ebook | 10 | undated | |||
| Glossary or explainer | 10 | undated | |||
| Webinar or virtual event | 9 | undated | |||
| Comparison | 7 | undated | |||
| Template or tool | 7 | undated | |||
| Podcast or video | 2 | undated |
As the event pages on coupa.com state them, read September 28, 2026.
Every page coupa.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 Coupa's own pages state, read September 28, 2026: coupa.com, coupa.com/resources/trust, coupa.com/platform, coupa.com/customers. 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 Coupa'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 Coupa, 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 Coupa by email, built from the raw record of the edition. It shows: