| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Dynamic application security testing | Developer platform | 8% | 4 of 58 | 3% | 30 | accepted challenger | |
| API security platforms | Security operations | 4% | 9 of 93 | 5% | 19 | accepted challenger | |
| Application security posture management | Developer platform | 2% | 11 of 70 | 0% | 6 | under 10 labels · led by Aikido Security at 37% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 6 | 2 | 0 | 8 |
| Perplexity Sonar | 0 | 2 | 1 | 0 | 3 |
| Grok 4.20 | 1 | 5 | 3 | 1 | 10 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 0 | 4 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 0 | 4 |
| Kimi K2 | 2 | 1 | 3 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 3 | 0 | 0 | 4 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“Best Overall Value (Automated Testing): StackHawk ... widely considered the best balance of cost and capability for startups and SMBs” Qwen 3.7 Flash · API security · budget prompt · first choice
“For most mid-market B2B companies, StackHawk offers the best balance of features, pricing, and developer experience.” GLM 4.7 FlashX · DAST · direct prompt · first choice
“StackHawk - a developer-centric CI/CD DAST on a budget, with a free tier and paid plans starting at $59/mo.” Llama 4 Maverick · API security · budget prompt · first choice
“Top Recommendation for Mid-Sized B2B: Stackhawk” MiniMax M2.5 · ASPM · paraphrase 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.
“tools like StackHawk are built on ZAP, but they're not the cheapest option for a tight budget” GPT-5.4 mini · DAST · budget prompt · soft negative
“If you outgrow them, scale to affordable paid like StackHawk.” Grok 4.20 · API security · 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 142 of the 147 answers that named StackHawk and are not a share of its labels.
468 of the 546 domain citations in answers naming StackHawk came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 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 | 337 | undated | SAST, SOAR | ||
| Report or ebook | 35 | undated | SOAR | ||
| Webinar or virtual event | 20 | undated | |||
| Case study | 17 | undated | |||
| Comparison | 15 | undated | SAST | ||
| Glossary or explainer | 15 | undated | SAST | ||
| News or press | 11 | undated | |||
| Podcast or video | 3 | undated | |||
| Conference or event | 2 | undated | SAST | ||
| Template or tool | 1 | undated |
Every page stackhawk.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 StackHawk's own pages state, read October 5, 2026: stackhawk.com, stackhawk.com/pricing, trust.stackhawk.com, stackhawk.com/platform, stackhawk.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 StackHawk'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 StackHawk, 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 StackHawk by email, built from the raw record of the edition. It shows: