Missed issues
Customers find issues before you do. The alert you needed was never written — and some of them can't be written at all.
Issues for resolution
payments-db3 correlated signals · pagedcheckout-apip99 up 18× · pagedLive monitoring · 312 componentsHealthySignalInvestigatingIllustrative — not live telemetry
AI that continuously watchesover your production.
Watches everything · Investigates every signal · Pages only what's verified
Works with the stack you already runDatadogPrometheusGrafanaSlackPagerDutyNew RelicSplunkCoralogix
The problem
Too quiet to catch it, too loud to trust it
The enemy is the dial: alert on too much and nobody trusts the pager; alert on too little and your customers find the problems first. And some issues are invisible to thresholds at any setting.
Alert fatigue
Endless false alarms exhaust the team — until nobody trusts the pager, and the one page that matters dies in the scroll.
Manual work
Thresholds by hand. Forever. Written, tuned, re-tuned — and still wrong. So you miss the real problems and get paged for the fake ones anyway.
Miss nothing real
Know of problems before your customers do
Traditional alerting forces a choice: turn it up and drown in noise, turn it down and miss what matters — and either way, the surface you never instrumented stays dark. Mills watches all of it, on every component, across every metric, log, event, and trace.
The whole surface, watched
Every service, database, and dependency gets its own detections, generated from a living map of your system.
Sensitive — without alerting you
Detection is broad and sensitive on purpose — and none of it reaches your team. Only verified cases become a page.
Blind spots, hunted down
Mills audits its coverage against your topology, finds what isn't watched, and closes the gap itself.
None of this early sensing pages you. It all runs behind the scenes — you can watch it work — and nothing interrupts your team until an issue is verified real.
Chase nothing false
Investigates before interrupting your team
Broad, sensitive detection would bury a human in noise — so no human sees it. The agent does the triage, and your team is paged only when an issue is verified real and important.
Every signal investigated
Triggered detections are connected into cases — one story per problem — and every case is qualified on observed facts.
A verifier gates every page
Before a case can escalate, an independent adversarial check tries to knock it down. Only survivors reach your pager.
Deliberately not paging
Most cases are watched, correlated, and ruled out behind the scenes. That's a decision the agent makes — and shows — not a gap.
Investigates and resolves with the agent of your choice
How it works
No thresholds, no rules to write
Four steps from a read-only connection to verified issues in your channel.
Connect
Read-only access to the telemetry you already have. No code changes, no agents, no rip-and-replace.
Understand
Builds a living map of your system, and regenerates it whenever your environment changes.
Detect
Watches metrics, logs, events, and traces with detections it writes and calibrates itself.
Investigate & resolve
Every firing is verified before anyone is paged. Only real issues escalate, with root cause attached.
mills → #incidents
DB pool exhausted on payments-dbVERIFIED
what_happened: deploy 9f3c2a1 cut the db pool · P99 up 18×
proof: 3 correlated signals · matches incident #212
impact: checkout → payments · customer-facing
next_step: roll back pool-size change
What lands in your channel
Not an alert. A verified issue.
When Mills reaches you, the investigation has already happened. You get a decision, not a data point.
The investigation already happened
An independent verifier gates the escalation. No triage from a raw signal.
Mapped to what you care about
Tied to the services and customer journeys it actually touches, not an anonymous host and metric.
Every verdict ships its evidence
The correlated signals behind each escalation are attached, so you can trust it — or challenge it.
Your new normal.
Six things that change
Know before your customers do
Real issues surface early — including the ones no threshold would ever have caught.
No more blind spots
Coverage across your entire surface, audited proactively — instead of the fraction you had time to instrument.
A pager you trust again
The relevant alerts, and only the relevant alerts. Every page is worth reading — and acting on.
Nothing to maintain
No alert rules, no threshold tuning. Detections regenerate as your system changes.
Detect what you mean
Tell it what matters in plain language — "payments shouldn’t queue too long" — and it’s covered.
A closed loop
The verified issue goes to your developer or your SRE agent — or Mills runs the root-cause analysis itself.
Get early access
See Mills run against your own telemetry.
Hook it up to your existing telemetry — nothing to install, instrument, or configure. Within a day, Mills has mapped your system and started surfacing what your current alerting misses.
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