Observability & AIOps · For Regulated Enterprises

The Platform is in. The Operation isn't.

You’ve invested heavily in an AIOps platform, but there’s still a gap between the technology and operational outcomes. The challenge isn’t the platform itself - it’s how alerts are linked, issues are auto-resolved, actions are tracked, and systems continuously improve. We engineer that operational layer so your observability investment delivers measurable resilience and reliability.

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$1.8M

Per-hour cost of high-impact outages in financial services

3%

Of 2,000+ weekly alerts that actually require action

73%

Of organizations have experienced outages from ignored alerts

30%

Of engineering time now lost with system issues and fixing incidents

Source : New Relic 2025 Observability Forecast for FS

01 / Diagnosis The Gap

You bought the tooling. The numbers haven't moved.

Tooling is a platform decision. Maturity is an operating model. Most APAC banks carry a two-level gap between what their platform can do and what their operation actually delivers under pressure.

70%

Of financial services orgs self-report as "mature" in observability. Only 12% validate as operational leaders when externally assessed.

2.0×

Average maturity gap between strongest and weakest dimension at APAC Tier-1 and Tier-2 banks -where unexplained MTTR lives.

29%

Of financial services respondents report high-impact outages at least weekly. Detection works. Response doesn't.

02 / Three Paths Where to Start

Three ways to close the gap. Pick yours.

Path 01

3–10 min · No login

Score Your Operation

A diagnostic mirror across five dimensions: Data & Observability, Event Intelligence, Response & Remediation, Predictive Capability, Governance & Compliance. Get your maturity profile, the gap between your strongest and weakest dimension, and a role-specific 90-day priority sprint.

Take the Scorecard >

Path 02

20 min read · PDF

Read the BFSI Playbook

The five-level AIOps maturity model, the target-state architecture across INGEST → INTERPRET → ACT → LEARN, and the operating-model decisions that move banks from Level 2 to Level 4. Built around MAS TRM, BSP 1140, and BNM RMiT.

Download the Report >

Path 03

30 min call · No pitch

Talk to Engineering

A structured conversation with our BFSI practice lead about your scorecard results and where the highest-ROI intervention sits for your operation. No product demo. A working session, not a sales call.

Book a Diagnostic Call >

03 / Lead Magnet The Report

What's Slowing Down Your IT Operations? Measure it.

A Strategic 5-Dimension AIOps Maturity Scorecard for BFSI Organizations

Evaluate your AIOps maturity across five dimensions that directly impact MTTR, regulatory posture, and resilience. Built for BFSI CTOs and CDOs across APAC.

  1. 1
    The AIOps Imperative - why detection no longer means resolution
  2. 2
    The Five-Level Maturity Model: Reactive → Cognitive
  3. 3
    Target-State Architecture: INGEST · INTERPRET · ACT · LEARN
  4. 4
    The Level 2 Trap, the Level 3 Fault Line, the Level 4 Bridge
  5. 5
    Regulatory Alignment: MAS TRM · BSP 1140 · BNM RMiT
  6. 6
    The 90-Day Priority Sprint by Role
Download the AIOps Maturity Framework

The Scorecard

Stop Guessing Where Your Operation Sits.

A live diagnostic across five dimensions. Choose Quick Read (3 min, 5 questions) or Full Diagnostic (8 min, 15 questions). Get a pentagon radar of your maturity profile, your gap score, and a role-specific 90-day sprint. Your responses stay in your browser.

Assess Your Operation

04 / What We Do Services

From Telemetry Design to Autonomous Operations.

01
Observability Implementation & Operationalizations

Beyond tool deployment to operational control. We instrument services for business impact, unify telemetry across logs, metrics, traces, and real user monitoring, and design runbooks, alerts, and workflows that turn signals into action.

02
Observability Consulting & Advisory

A tailored reliability roadmap aligned with your business objectives and current operational maturity. Whether you're evaluating a platform, getting more value from an existing investment, or scaling enterprise-wide - your strategy stays aligned with where you're going.

03
AIOps & Intelligent Automation

Anomaly detection, automated alert correlation, root cause analysis, and self-healing workflow design - deployed with the audit trails and trust boundaries your risk committee requires. Measurable improvements in MTTD, MTTR, and engineering productivity.

04
Operations Centre of Excellence (CoE)

SLO frameworks, runbook libraries, governance models, and maturity roadmaps that let your teams take full ownership of operational excellence over time. We build internal expertise, not dependency.

05 / Next Step Talk to Us

Ready to operate with confidence?

We're an engineering-led AI transformation partner for regulated industries. We don't sell dashboards. We don't licence platforms. We engineer the operating model changes that turn your existing AIOps investment into measurable MTTI & MTTR reduction and regulatory-grade operational resilience. 66 engineers embedded inside a single Tier-1 digital bank built the framework this page is based on.

Book a Free 30 mins Diagnostic Call
Start with the Scorecard