| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| AI governance platforms | Data platform | 0% | 122 of 135 | 50% | 2 | under 10 labels · led by Credo AI at 18% | |
| Process mining | IT operations and endpoint | 0% | 32 of 61 | 0% | 2 | under 10 labels · led by Apromore at 19% | |
| Attack surface management | Security operations | 0% | 43 of 100 | 0% | 1 | under 10 labels · led by Intruder at 49% | newNew since September 2026: not ranked then, 0% now. |
| Cloud cost management | Cloud and infrastructure | 0% | 39 of 76 | 0% | 1 | under 10 labels · led by Vantage at 45% | newNew since September 2026: not ranked then, 0% now. |
| Colocation providers | Cloud and infrastructure | 0% | 54 of 78 | 0% | 1 | under 10 labels · led by TierPoint at 22% | |
| Embedded analytics | Data platform | 0% | 54 of 72 | 0% | 1 | under 10 labels · led by Metabase at 22% | |
| Enterprise architecture tools | IT operations and endpoint | 0% | 70 of 113 | 0% | 1 | under 10 labels · led by SAP LeanIX at 25% | |
| Feature flags | Developer platform | 0% | 21 of 35 | 0% | 1 | under 10 labels · led by Flagsmith at 25% | newNew since September 2026: not ranked then, 0% now. |
| Incident management and on-call | IT operations and endpoint | 0% | 36 of 65 | 0% | 1 | under 10 labels · led by incident.io at 32% | newNew since September 2026: not ranked then, 0% now. |
| IT asset management | IT operations and endpoint | 0% | 51 of 82 | 0% | 1 | under 10 labels · led by Freshservice at 31% | 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 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 4 | 7 | 1 | 12 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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.
“Guideflow - Offers attack surface management software that includes external infrastructure scanning and attack surface monitoring with alerts.” Llama 4 Maverick · ASM · paraphrase prompt · alternative
“Guideflow - Unifies spend across cloud providers and offers cost reports, budgets, unit costs, and automated commitment optimization.” Llama 4 Maverick · FinOps · direct prompt · alternative
“Offers a range of process mining tools, including some with free or low-cost options.” Llama 4 Maverick · Process mining · budget prompt · alternative
“Other alternatives include LaunchDarkly, Unleash, and Guideflow.” Llama 4 Maverick · Feature flags · direct 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.
“Guideflow, which offers enterprise contracts that can range from mid-five figures to six figures annually” Llama 4 Maverick · AI governance · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 31 of the 31 answers that named Guideflow and are not a share of its labels.
Twenty-two of the fifty-three 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 | ETL, WAF | |
| 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: