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FORGE Reliability Risk Assessment

Your next outage is already in your system. Do you know where?

FORGE finds the failure paths your monitoring will never catch and tells you exactly what to fix first. No guesswork. No competing opinions. A ranked, defensible remediation plan in 2–4 weeks.

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HOW IT WORKS
WHAT IS FORGE

A Reliability assessment that tells you what to fix first, not just what’s broken

FORGE isn’t a framework checklist. It isn’t your observability stack with a report stapled to it. It’s a propagation-aware reliability risk assessment; a structured model of how failures actually move through your production system’s real dependencies, controls, and recovery paths.

The output isn’t a 60-page PDF that collects dust. It’s a ranked remediation backlog with clear rationale your engineering team can execute and your leadership team can fund.

1

Models how failures actually spread

Not what breaks in isolation, how a failure in one place cascades across your real system topology.
f

Risk-ranked, not opinion-driven

Prioritization is based on systemic risk and operational impact, not whoever talked loudest in planning.
l

Built from your actual environment

Not assumptions. Not generic best practices. Your real system components, dependencies, and controls.

Leadership can review and fund it

Clear rationale means reliability investment finally has the same rigor as your product roadmap.
How FORGE works

From “where do we even start?” to a ranked action plan in 2–4 weeks

Structured workshops, no lengthy prep work required. We do the analysis; you validate it with your team.

We normalize your system

Datavail’s SRE team maps your real components, dependencies, and controls. We validate with your engineers in structured workshops so the model reflects production reality, not how you wish it worked.

We model how failures propagate

FORGE applies a structured propagation methodology to trace how a failure in any component spreads across your system through dependencies, past controls, and beyond your recovery paths.

We score and rank every risk

Every failure mode gets a risk score based on propagation reach and operational impact. No more competing opinions in sprint planning. The math is defensible; the rationale is documented.

You leave with a plan you can act on immediately

A prioritized remediation backlog, failure propagation visuals, and the clear rationale to walk your CTO through exactly why these items are the highest-value reliability investments you can make right now.
What you get

Everything you need to act, nothing you don’t

FORGE produces decision-grade outputs, not theoretical documents. Every deliverable is designed to reduce risk and unlock action.

Reliability Risk Modeling

  • System‑level dependency modeling
  • Failure mode mapping
  • Propagation path analysis
  • Risk scoring and prioritization

Decision-Grade Outputs

  • Ranked list of top reliability risks
  • Visuals showing how failures spread
  • Prioritized remediation backlog
  • Clear rationale leadership can review and fund

Guided Engagement

  • Structured workshops and analysis
  • Validation with your engineering team
  • Time‑boxed delivery (2–4 weeks)
FORGE vs. the alternatives

Why your monitoring stack isn’t enough

Observability tools, incident reviews, and best-practice audits all have their place. They just don’t answer the question engineering leaders actually need answered: “What do I fix first, and can I justify the investment?”
What you're evaluating Observability tools Generic SRE audit FORGE
Tells you what's failing now ✓ Yes ✗ No ✓ Yes
Models how failures spread ✗ No ✗ No ✓ Yes
Built from your actual system ✓ Partially ✗ Generic templates ✓ Fully
Risk-ranked remediation backlog ✗ No ✗ Rarely ✓ Yes
Defensible rationale for leadership ✗ Dashboards only ✗ Opinions vary ✓ Yes
Delivery time Ongoing 4–8+ weeks 2–4 weeks
Common Questions

If you’re on the fence, you’re probably asking one of these

"We already have observability tooling. Why do we need this?"

Observability tools show you what's breaking right now. FORGE models what will break next and which failure, when it happens, will cascade furthest through your system. Monitoring and FORGE are complementary: one is reactive, one is proactive. Most teams who run FORGE find their observability tooling more valuable afterward, because they've finally mapped what they should be watching.

We don't have time for a 2-to-4-week engagement right now.

The engineering team that doesn't have time for a reliability assessment is usually the engineering team that's going to spend 40+ hours on an incident next quarter. FORGE is designed for minimal disruption: structured workshops, not sprawling discovery. Your engineers participate in validation sessions, they don't run the analysis. Most teams find the calendar impact is far less than a single significant outage.

We've done risk assessments before and they didn't drive action.

That's the most common reason teams come to FORGE. Traditional assessments produce reports with long, jargon-heavy documents that get acknowledged, filed, and ignored. FORGE produces a ranked remediation backlog with documented risk rationale. It's designed to load directly into your delivery process, not to sit on a shelf. If you can't execute on it, we've failed the engagement.

How do you know our system well enough to assess it accurately?

We don't start from assumptions. The first phase of FORGE is collaborative system normalization: structured workshops with your engineers where we build the dependency model together. You validate everything. If it doesn't match production reality, we change it. The methodology is ours; the system knowledge is yours. That's what makes the output defensible rather than generic.

Can we justify the spend to leadership?

That's exactly what FORGE helps you do. The risk scoring methodology produces clear, documented rationale for every item in the remediation backlog. You're not walking into a budget conversation with opinions, you're walking in with a ranked risk register and propagation models that show leadership where the exposure is and what reducing it is worth. Most teams find FORGE pays for itself in the first incident it prevents.

Get started

See exactly where your system is most exposed before your next incident does it for you

Talk to a Datavail SRE expert. We’ll walk you through a live FORGE demo, answer your questions, and tell you exactly what an engagement would look like for your environment.