Days, not weeks — and increasingly, the same day.
From the published literature (Mandiant/Google Cloud Threat Intelligence Time-to-Exploit series, VulnCheck's State of Exploitation series): the disclosure-to-exploitation window has shrunk steadily. Mandiant's median time-to-exploit fell from roughly 32 days (2018–2019 cohort) to about 21 days (2021–2022). In their 2023 cohort of 138 vulnerabilities confirmed exploited in the wild, about 70% (97 of 138) were already zero-days — exploitation began at or before public disclosure/patch availability — and the remaining n-day cases were typically exploited within one to a few weeks of disclosure. VulnCheck's tracking corroborates the same trend: a rising share of newly disclosed CVEs show confirmed exploitation within 24–48 hours.
Our own computed figure from this corpus (not just relayed): we joined CISA's KEV catalog (cyber_vuln.kev_catalog) to NVD's canonical CVE registry (cyber_vuln.vulnerabilities) on cve_id, computing date_added (CISA confirmed active exploitation) minus published (NVD's public disclosure date).
cyber_vuln.vulnerabilities loaded only for calendar year 2026 (26,159 CVEs; confirmed via data_coverage). The join therefore returns only 64 matched CVE pairs, all added to KEV between January and August 2026 — a small, single-year, recent-activity sample, not the multi-year population Mandiant's studies span.date_added marks when exploitation was confirmed and catalogued, not necessarily the moment first attacker use occurred — true first-exploitation dates run at or before this, so 5 days is a plausible, but not strict, lower bound.Bottom line: for a vulnerability that does get weaponized, assume attacker use begins within about a week of public disclosure — often the same day for high-value, network-facing software — and the trend over the last several years has been toward faster exploitation, not slower.
Full report (narrative, dashboard, sourcing) was published via publish_report:
"Attackers commonly exploit a vulnerability within about a week of public disclosure, often the same day"
(local link: http://127.0.0.1:56149/a/f6a1c21813cdcfc1e42ef85e556c7eec.html — loopback, viewable only on the machine that ran this session)
publish_report-023-0.png — the full published report/dashboard image (median/mean/same-day stat tiles + histogram)render_chart-021-0.png — standalone bar chart: distribution of days from NVD publication to CISA KEV listing (n=64)cyber_vuln.kev_catalogcyber_vuln.vulnerabilities (2026 snapshot only in this server)