SECOPS
Brute-Force and Credential-Stuffing Burst Pager
Scans Axiom auth logs every few minutes for failed-login bursts against single accounts or single source IPs, classifies the pattern as brute-force or credential stuffing.
How it runs
The automated pipeline, trigger to output.
- TriggerSchedule: query Axiom every few minutesAxiom
- ActionAggregate failed logins by account and by IP
- LogicClassify burst and test against thresholds
- ActionBuild attacker summary for crossings
- OutputPage on-call via PagerDutyPagerDuty
- OutputMirror heads-up to SlackSlack
What it does
Identifies password-guessing campaigns in near real time. It distinguishes a vertical attack (many passwords against one account) from a horizontal one (one IP spraying many accounts) and escalates only the genuinely abusive bursts so on-call isn't drowned in noise.
When to use it
Use when login endpoints are exposed to the internet and you want automated paging for active guessing, not a daily report. Ideal if you already centralize auth failures in Axiom.
How it works
- 1A schedule fires every few minutes and queries Axiom for failed-login events in the trailing window.
- 2The flow aggregates failures two ways: by target account and by source IP/subnet.
- 3A logic step classifies each cluster — brute-force vs. credential stuffing — and checks failure count and velocity against tunable thresholds.
- 4Bursts below threshold are logged and dropped; only crossings continue.
- 5For a qualifying cluster it builds a summary: attacker IPs, targeted accounts, success/failure ratio, and time-to-lockout estimate.
- 6It triggers a PagerDuty incident with that summary and severity, and mirrors a heads-up to Slack for situational awareness.
Set it up
What you configure once, before turning it on.
- 1Connect AxiomLog streams, queries, dashboards.
- 2Connect PagerDutyIncidents, on-call, escalations.
- 3Connect SlackChannels, DMs, threads, mentions.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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