| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cash application | Receivables and billing | 9% | 4 of 83 | 39% | 51 | criticized challenger | ▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Chargeback management | Receivables and billing | 6% | 8 of 81 | 18% | 11 | accepted challenger | |
| Accounts receivable automation | Receivables and billing | 6% | 8 of 79 | 33% | 39 | criticized challenger | ▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| B2B payment acceptance | Receivables and billing | 2% | 13 of 94 | 14% | 21 | accepted challenger | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Invoicing software | Receivables and billing | 2% | 10 of 71 | 0% | 5 | under 10 labels · led by Zoho Invoice at 24% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Embedded payments platforms | Receivables and billing | 2% | 11 of 110 | 0% | 3 | under 10 labels · led by Stripe Connect at 53% | |
| Account reconciliation | Accounting and close | 2% | 10 of 82 | 6% | 17 | accepted challenger | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Global e-invoicing compliance | Tax and compliance | 2% | 13 of 136 | 0% | 5 | under 10 labels · led by Avalara E-Invoicing at 25% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Supplier management | Spend and procurement | 2% | 11 of 111 | 0% | 8 | under 10 labels · led by Precoro at 14% | ▲+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 | 2% | 12 of 54 | 0% | 3 | under 10 labels · led by Ramp at 22% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash flow forecasting | Treasury and cash | 0% | 25 of 101 | 0% | 17 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Treasury management systems | Treasury and cash | 0% | 29 of 124 | 0% | 9 | under 10 labels · led by Trovata at 28% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial close management | Accounting and close | 0% | 16 of 85 | 12% | 8 | under 10 labels · led by FloQast at 55% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial consolidation | Accounting and close | 0% | 21 of 102 | 0% | 8 | under 10 labels · led by Prophix at 24% | =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% | 21 of 98 | 17% | 6 | under 10 labels · led by BILL at 32% | ▼−9Since September 2026: 9% → 0%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Internal controls and SOX | Tax and compliance | 0% | 28 of 90 | 0% | 5 | under 10 labels · led by FloQast at 25% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cross-border payments and FX | Treasury and cash | 0% | 26 of 87 | 0% | 3 | under 10 labels · led by Wise Business at 39% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Financial reporting and dashboards | Planning and analysis | 0% | 32 of 105 | 0% | 3 | under 10 labels · led by Sage Intacct at 33% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Payment orchestration platforms | Receivables and billing | 0% | 22 of 81 | 0% | 3 | under 10 labels · led by BlueSnap at 18% | |
| AI accounting assistants | Accounting and close | 0% | 45 of 85 | 0% | 1 | under 10 labels · led by Sage Intacct at 22% | newNew since September 2026: not ranked then, 0% now. |
| Revenue recognition | Accounting and close | 0% | 53 of 77 | 0% | 1 | under 10 labels · led by Maxio at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Transfer pricing | Tax and compliance | 0% | 47 of 101 | 0% | 1 | under 10 labels · led by TPGenie at 30% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Business bill pay | 9% | 0% | ▼−9Since September 2026: 9% → 0%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 21 of 98 |
| Chargeback management | 0% | 7% | newNew since September 2026: not ranked then, 7% now. | New this edition | Rank 8 of 81, unchanged |
| Cash application | 16% | 10% | ▼−6Since September 2026: 16% → 10%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 → 4 of 83 |
| Accounts receivable auto | 10% | 5% | ▼−6Since September 2026: 10% → 5%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 8 of 79 |
| Treasury management syst | 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 11 → 29 of 124 |
| 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 22 → 13 of 136 |
| Supplier management | 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 38 → 11 of 111 |
| Accounts payable automat | 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 57 → 12 of 54 |
| B2B payment acceptance | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 13 of 94 |
| Account reconciliation | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 10 of 82 |
| Invoicing software | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 10 of 71 |
| Embedded payments | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 11 of 110, unchanged |
| Cash flow forecasting | 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 23 → 25 of 101 |
| Financial close manageme | 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 → 16 of 85 |
| Financial consolidation | 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 22 → 21 of 102 |
| Internal controls | 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 → 28 of 90 |
| Cross-border payments | 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 50 → 26 of 87 |
| Financial reporting | 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 35 → 32 of 105 |
| Payment orchestration | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 22 of 81, unchanged |
| AI accounting assistants | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 45 of 85, unchanged |
| Revenue recognition | 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 52 → 53 of 77 |
| Transfer pricing | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 47 of 101, 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 | 4 | 10 | 5 | 1 | 20 |
| GPT-5.4 mini | 3 | 8 | 1 | 0 | 12 |
| Gemini 3.5 Flash | 2 | 9 | 2 | 7 | 20 |
| Perplexity Sonar | 3 | 9 | 4 | 0 | 16 |
| Grok 4.1 Fast | 2 | 4 | 8 | 7 | 21 |
| Mistral Small | 2 | 3 | 7 | 2 | 14 |
| DeepSeek V4 Flash | 4 | 3 | 6 | 10 | 23 |
| Llama 4 Maverick | 2 | 4 | 9 | 0 | 15 |
| Qwen 3.7 Flash | 2 | 4 | 3 | 3 | 12 |
| Kimi K2 | 2 | 4 | 7 | 2 | 15 |
| GLM 4.7 FlashX | 3 | 7 | 6 | 2 | 18 |
| MiniMax M2.5 | 4 | 4 | 6 | 1 | 15 |
| GPT-6 Luna | 0 | 4 | 3 | 2 | 9 |
| Muse Glimmer 30B | 4 | 5 | 5 | 4 | 18 |
Verbatim evidence the judge attached to positive labels.
“1. HighRadius - Offers AI-powered supplier onboarding automation with a self-service vendor portal, dynamic workflows, in-depth compliance checks, and ERP integration.” Llama 4 Maverick · Supplier management · paraphrase prompt · first choice
“For mid-market organizations, HighRadius delivers out-of-the-box automation to unify cash application... achieving up to 90%+ touchless cash application” Claude Haiku 4.5 · Cash application · direct prompt · first choice
“Leader in Gartner Magic Quadrant for Invoice-to-Cash (3x recognized); best for mid-market to enterprise with high-volume, complex global AR” Grok 4.1 Fast · Cash application · comparative prompt · first choice
“the strongest default choice is usually HighRadius if your priority is *high-volume, complex cash application with automation depth*” Perplexity Sonar · Cash application · direct 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.
“"Avoid HighRadius, Esker, and most of Billtrust/BlackLine unless your payment volume or audit requirements genuinely justify enterprise pricing."” Muse Glimmer 30B · Cash application · negative prompt · hard negative
“Some sources advise negotiating carefully or avoiding standard contracts with HighRadius, especially for smaller businesses” Mistral Small · Cash application · negative prompt · hard negative
“Several sources explicitly suggest negotiating carefully or avoiding standard contracts from HighRadius.” DeepSeek V4 Flash · Cash application · negative prompt · hard negative
“Avoid Enterprise-Only Tools: High-end solutions like HighRadius... generally overkill for small budgets” Qwen 3.7 Flash · Cash application · budget 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 691 of the 717 answers that named HighRadius and are not a share of its labels.
1,329 of the 1,819 domain citations in answers naming HighRadius 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 | 1,404 | 0 | 2026-05-19 | Cash application, Cash flow forecasting | |
| Report or ebook | 424 | 2 | 2026-09-25 | Cash application, Cash flow forecasting | |
| Webinar or virtual event | 147 | 1 | 2026-07-08 | Cash application, Cash flow forecasting | |
| Case study | 143 | 0 | 2026-05-21 | Account reconciliation | |
| Template or tool | 111 | 0 | 2024-12-04 | Cash application, Accounts receivable auto | |
| Glossary or explainer | 91 | 0 | 2025-05-26 | Treasury management syst, ERP systems | |
| Comparison | 83 | 0 | 2026-03-17 | Accounting software, Financial close manageme | |
| News or press | 81 | 0 | 2026-02-27 | Cash application | |
| Podcast or video | 57 | 2 | 2026-07-29 | ||
| Conference or event | 19 | 0 | 2025-04-17 |
Every page highradius.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 HighRadius's own pages state, read September 28, 2026: highradius.com, highradius.com/pricing, trust.highradius.com, highradius.com/product, highradius.com/resources/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 HighRadius'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 HighRadius, 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 HighRadius by email, built from the raw record of the edition. It shows: