| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Rebate management | Receivables and billing | 0% | 27 of 80 | 0% | 3 | under 10 labels · led by Enable at 52% | |
| B2B credit management | Receivables and billing | 0% | 52 of 108 | 0% | 2 | under 10 labels · led by Chaser at 16% | newNew since September 2026: not ranked then, 0% now. |
| Chargeback management | Receivables and billing | 0% | 32 of 81 | 0% | 2 | under 10 labels · led by Chargeflow at 24% | |
| Corporate tax provision | Tax and compliance | 0% | 75 of 102 | 0% | 1 | under 10 labels · led by Thomson Reuters ONESOURCE Tax Provision at 21% | newNew since September 2026: not ranked then, 0% now. |
| Cross-border payments and FX | Treasury and cash | 0% | 37 of 87 | 0% | 1 | under 10 labels · led by Wise Business at 39% | newNew since September 2026: not ranked then, 0% now. |
| ESG and carbon reporting | Equity and corporate | 0% | 58 of 110 | 0% | 1 | under 10 labels · led by Greenly at 36% | newNew since September 2026: not ranked then, 0% now. |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 5 | 0 | 6 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Safer bets (fewer cons in aggregates): 360insights, e-bate, Voucherify, Guideflow (solid ratings, easier for partners/channels)” Grok 4.1 Fast · Rebate management · negative prompt · alternative
“Other options include Tipalti, Airwallex, and Guideflow” Llama 4 Maverick · Cross-border payments · budget prompt · alternative
“Best Workflow Tool: GuideFlow” Qwen 3.7 Flash · Chargeback management · paraphrase prompt · alternative
“Guideflow for audit focus” Grok 4.1 Fast · ESG and carbon reporting · scale 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.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 22 of the 22 answers that named Guideflow and are not a share of its labels.
Thirty-seven of the fifty-nine domain citations in answers naming Guideflow 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 | 2,146 | 83 | 2026-09-25 | ||
| Template or tool | 139 | 23 | 2026-08-25 | ||
| Report or ebook | 38 | 18 | 2026-08-25 | ||
| Webinar or virtual event | 17 | 11 | 2026-08-31 | ||
| Case study | 14 | 1 | 2026-08-25 | ||
| Conference or event | 11 | 6 | 2026-08-25 | ||
| Comparison | 7 | 0 | 2026-06-16 | ||
| Glossary or explainer | 6 | 0 | 2026-06-16 | ||
| Podcast or video | 3 | 2 | 2026-08-25 | ||
| News or press | 1 | 1 | 2026-07-23 |
Every page guideflow.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 Guideflow's own pages state, read September 28, 2026: guideflow.com, guideflow.com/pricing, guideflow.com/features/ai, guideflow.com/customers, guideflow.com/partners. 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 Guideflow'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 Guideflow, 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 Guideflow by email, built from the raw record of the edition. It shows: