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DataTroops.AI
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Your production, quietly handled month after month.

A managed service: AI agents resolve the recurring incidents, our engineers handle the rest, and your team gets paged only for the genuinely novel. You get outcomes - not another dashboard to babysit.

READ-ONLY API ACCESSYOUR TELEMETRY NEVER LEAVES YOUR CLOUDFIXED PRICE, 100% REFUNDABLE

Production support never stops scaling.

Without a dedicated team running production, toil compounds. Your best engineers shoulder the burden, recurring incidents return, and the roadmap waits indefinitely.

On-Call Burnout

On-call burns your best engineers.

The people you most want on the roadmap spend nights and weekends re-diagnosing the same incidents.

Tools add work instead of removing it.

Another platform means another thing to configure, watch, and maintain. You wanted fewer alerts, not more tabs.

40% of senior engineer time lost to unplanned production work
Incident Recurrence

Recurring incidents never really go away.

Without someone owning automation, the same patterns resurface every quarter — paid for in senior-engineer hours.

Recurring vs novel incidents65% are fully preventable
Hiring Friction

Hiring an SRE team is slow and costly.

Building 24/7 coverage in-house means headcount, ramp time, and retention risk you may not want to take on.

Coverage, not a contract to manage.

A comprehensive production health assessment built from your real telemetry. Every detail is mapped out so your team knows exactly what to automate next.

1. AI agents on the recurring

Your known, recurring incident patterns are auto-diagnosed and, where safe, auto-remediated by agents running in your environment.

SRE Support Hours

1,497 hrs

Annual Support Cost

$ 284,500 / year

On-Call ($149k) Noise ($80k) Escalations ($55k)

2. Our engineers on the rest

Anything the agents can't safely resolve goes to our on-call engineers - people who know JVM, Kafka and functional stacks.

$ 54,200 / yr
DB Pool Leak (42x/mo)
Tightly Mapped Incident Patterns

3. You, only for the novel

Your team is paged only for genuinely new, business-critical incidents - never the recurring noise.

4. Always-improving automation

Every new pattern we handle becomes a candidate for automation, so coverage widens month over month.

5. One monthly readout

Incidents handled, MTTR, automation rate, and cost avoided - one clear report, no dashboard babysitting.

6. Scoped, guarded actions

Agents act only within limits you approve, with full audit trails. You stay in control at all times.

Live coverage in two to four weeks.

A low-friction onboarding timeline engineered for seamless production support handover.

Connect + baseline.

Read-only & guarded accessConnect telemetry and define human approval boundaries.
Pattern baseliningMap recurring incident types from assessment history.
Runbook ingestionImport existing documentation into AI knowledge graphs.

Deploy agents + on-call.

Live agent deploymentActivate agents on recurring alert channels.
On-call integrationAI SRE specialists join primary escalation path.
Action approval scopeReview and approve every automated mitigation.

Run + widen coverage.

24/7 Production coverageHandle day-to-day triage and routine incident fixes.
Monthly automation expansionContinuously automate newly discovered patterns.
Clear executive reportingMonthly efficiency & toil reduction summary.

Monthly. Scoped to your load.

MONTHLY

Month to month. Cancel with 30 days' notice.

No long lock-in. We earn the next month every month. If coverage isn't paying for itself, you can wind down with 30 days' notice.

100% Refundable Within 14 DaysNo complex forms • No required calls • Email request
Assessment Package
From $5,999/ per month
Fixed rate • Full leadership readout included
24×7 coverage without in-house on-call
Dedicated engineer rotation for 24×7 SLA
AI agents on your recurring incidents
Our engineers on everything else
Scoped, guarded, fully audited actions
Automation that widens each month
One monthly coverage readout
Runs entirely in your environment
Pilot results roll straight into coverage

Why managed, not a tool or a hire?

A SaaS tool needs an owner and a new hire needs a team. Managed support gives you the outcome directly:

Telemetry Security & Isolation

Fintech, payments, regulated data. Everything runs inside your environment; the assessment itself needs only read-only access.

Deep Infrastructure & Heavy Stacks

JVM services, Kafka pipelines, Scala systems. Generic tools stall exactly where your incidents are worst. We work in these daily.

Managed Service & Zero Overhead

We're a managed service: we do the work, you receive outcomes, not dashboards. No tool ownership or maintenance overhead.

Standalone Value & Quick Wins

Useful even if you never hire us again—including the quick wins your team can ship independently and immediately.

Your AI production support journey

Three structured stages engineered to de-risk adoption and deliver proven ROI.

Hand production support over. Get your roadmap back.

AI agents for the recurring, our engineers for the rest, your team paged only for the genuinely novel.

Questions, answered.

Common questions about our process, data safety, refunds, and deliverables.

Agents auto-diagnose and, where safe, auto-remediate recurring patterns. Our engineers handle everything the agents can't safely resolve. Your team only sees the genuinely novel.

It's the natural path and de-risks onboarding, but not mandatory. We can baseline from your incident history instead.

By your incident volume and the coverage scope you want. We propose a fixed monthly after a short scoping.

No long contract. It's month to month, cancellable with 30 days' notice.

Agents act only within scopes you approve, with full audit trails and guardrails. You can require human approval for any class of action.