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NexITC
B15 · AI · 8–12 WEEKS · BUILD

IT ops assistance.
With the safety on.

B15 · Ops Agent Build™ deploys an Ops Agent that triages incidents, gathers context, updates ITSM tickets, runs approved diagnostics, and recommends remediation — with mandatory approval gates on any change. AIOps for the human triage layer. Not autonomous remediation.

DURATION
8–12 wks
DELIVERABLES
7 named
COMMERCIAL
Fixed fee
B15·PROJECTION / MTTR TRAJECTORY
B15
BEFORE
3:20
HH:MM · MTTR
B15
AFTER
2:10
HH:MM · MTTR
WK 00
WK 03
WK 06
WK 09
STEADY
AGENT-ASSISTED
60%
MTTR ↓
35%
ERROR RATE
<5%
SCENARIO · MSP · N=1
ILLUSTRATIVE
§ 00 · THESIS
01
WHY OPS AGENTS
NEED GUARDRAILS.

Every UAE IT operations team we work with is drowning in the same way. L1 triaging the same twelve incident classes on repeat, stitching context by hand across ITSM, observability, and CMDB, while the backlog grows faster than the shift can clear it. The instinct is to automate the triage. The instinct is right, and it is also where most vendors oversell.

Agentic AIOps pitches routinely promise autonomous remediation — the agent sees a problem, the agent fixes it, no human required. In a UAE regulated enterprise, that promise is also the fastest way to lose the trust of the operations team and the compliance function in the same quarter. B15 builds an Ops Agent that does the triage, gathers the context, and recommends the fix — but every change it proposes sits behind an approval gate a human signs. AIOps for the triage layer. Not autonomous remediation.

STATE · BEFORE
L1 manually triaging across 5+ tools. Ticket backlog growing. MTTR in hours.
STATE · STEADY
Agent triages, gathers context, drafts the fix. Human approves. MTTR down 25–40%.
§ 01 · WORK STREAMS

Six streams,
ending in one gated agent.

Integration design and triage templates front-load in weeks 1–4. Approval workflow and safety testing overlap through weeks 4–9. Dashboards and handover close weeks 8–12.

STREAM 01
WK 01–02

Integration design

ITSM and observability integration paths mapped. Agent action taxonomy defined — what the agent may read, what it may draft, what it may never touch without a human. Approval boundaries agreed with your operations lead.

STREAM 02
WK 02–04

Triage templates

Templates authored per incident class. Context-gathering scripts built against ITSM, observability, and CMDB. Escalation rules encoded for anything outside the agent's confident range.

OUTCOME
1
GATED AGENT AT HANDOVER
+ RETAINED ITSM
STREAM 03
WK 04–07

Approval workflow

Approval routing built to your escalation hierarchy. Timeout handling — what happens when no one approves in time. Escalation paths for aged or ignored approval requests.

STREAM 04
WK 06–09

Safety testing

Adversarial testing against the agent's action boundaries. Evaluation harness scoring precision of triage and recommendation. Kill-switch drills rehearsed with the operations team, not just documented.

STREAM 05
WK 08–10

Dashboards & KPIs

MTTR trend, agent-assisted triage percentage, exception rate, and agent error rate wired into a live dashboard your ops lead checks daily.

STREAM 06
WK 11–12

Handover

L1/L2 team training on working alongside the agent. Escalation matrix finalised. 30/60/90-day post-handover check-ins scheduled.

EXPLICITLY NOT COVERED
Continuous 24×7 operations
after handover. That's C1 OpsCommand™, our Run-tier retainer.
Autonomous remediation without approval gates
is out of scope by design. If that is what you're looking for, this is not the engagement — see the Fit section.
§ 02 · TIMELINE

Twelve weeks maximum.
Eight minimum. Four phases.

Phase count is fixed. Duration flexes with incident-class complexity and ITSM integration depth. Milestones are signed gates — not aspirations.

WK 0102030405060708091011 · 12Phase 1 · Integration design & triage templatesPhase 2 · Approval workflowPhase 3 · Safety testing & dashboardsPhase 4 · HandoverIntegration & templates signedEND WK 04 · GATE 01Approval workflow liveEND WK 07 · GATE 02Safety testing passedEND WK 10 · GATE 03Handover completeEND WK 12 · GATE 04OPERATING RHYTHMDaily standup · Weekly sponsor check-in · Bi-weekly Practice Lead reviewNAMED ACCOUNTABILITYPractice Lead — AI (CEO escalation available)
§ 03 · APPROACH

Agent platforms scored,
not on MTTR marketing claims.

Every engagement runs a six-criteria scorecard in weeks 1–2. Each criterion scored 1–5 against evidence, not vendor collateral. Signed by your operations lead before Phase 2 begins.

AGENT PLATFORM SELECTION SCORECARD · TEMPLATE
CRITERIA · 06 · WEIGHTED 1–5
ILLUSTRATIVE SAMPLE RENDERING — actual scores are engagement-specific and derived from evidence gathered during discovery.
01
ITSM connector depth
Native, bidirectional integration with your ITSM platform — not a read-only bridge.
4/5
02
Approval-gate architecture
How granularly the platform lets you define action classes and gate each one independently.
5/5
03
UAE data residency
In-country processing options for ticket and telemetry data — PDPL, ADHICS v2 alignment.
4/5
04
Auditability
Every agent action logged, replayable, and exportable for compliance review — tested, not claimed.
5/5
05
Evaluation harness maturity
Built-in tooling for adversarial testing and kill-switch drills, versus needing us to build it from scratch.
3/5
06
Three-year TCO
Licence and implementation cost modelled over three years against realistic incident volume growth.
3/5
!
DISCLOSURE · VENDOR-NEUTRALITY
NexITC maintains commercial arrangements with several agentic AIOps and ITSM integration vendors — these are how specialist consultancies build sustainable practices. We do not disclose which arrangements exist publicly because we do not want them to influence platform choice by anyone reading this page. The scorecard exists precisely so selection happens on evidence, not on economics. In practice, we have recommended platforms with which we have no partnership when the scorecard result favoured them.
§ 04 · ARCHITECTURE

From overwhelmed L1
to agent-assisted triage.

A typical L1 desk triages manually across five or more disconnected tools while the backlog grows. The engagement inserts a gated agent triage layer without changing L2/L3 escalation.

BEFORE · T=0
TYPICAL L1 DESK
TOOL_01
ITSM Console
TICKETING
TOOL_02
Observability Platform
MONITORING
TOOL_03
CMDB / Asset Inventory
REFERENCE
TOOL_04
Runbook Wiki
STATIC DOCS
TOOL_05
Chat / Escalation Channel
MANUAL
TOOL_06 · L2/L3
Escalation team (context re-gathered on handoff)
OPERATIONAL REALITY
  • L1 triaging manually across 5+ tools
  • Context re-gathered by hand on every escalation
  • Ticket backlog growing shift over shift
  • MTTR measured in hours
B15 · ASSIST
AFTER · STEADY STATE
TARGET-STATE
PLATFORM_01
Ops Agent
Triage · Context · Recommend · Gated Actions
↓ TRIAGED · CONTEXTUALISED · APPROVAL-GATED ↓
L2/L3 ESCALATION · UNCHANGED
Assisted, not replaced
STEADY-STATE OUTCOME
  • Agent triages and drafts context before L1 opens the ticket
  • 60% of incidents agent-assisted
  • Every proposed change sits behind a human approval gate
  • MTTR down 25–40%, backlog aging down 30–50%

Reference pattern. L2/L3 escalation paths are never altered by this engagement — the agent changes what happens before a ticket reaches them, not the escalation hierarchy itself. Every gated action remains auditable and replayable.

§ 05 · REPRESENTATIVE SCENARIO

A managed-services
provider, measured.

Representative pattern for a GCC managed-services provider of this scale. Ranges reflect target outcomes NexITC underwrites in scope for this class of engagement. N=1 — illustrative composite, not a specific client.

SCENARIO / B15 / GCC MSP · L1 DESK
DURATION · 10 WKS
MTTR REDUCTION
35%
3:202:10
AGENT-ASSISTED TRIAGE
60%
Of incoming incidents
REPEAT INCIDENTS
−25%
Same-class recurrence
SITUATION

GCC managed-services provider. L1 desk overwhelmed with repetitive incidents across a fragmented ITSM/observability estate. Backlog growing shift over shift. Escalations to L2 carry stale or incomplete context.

ENGAGEMENT

10-week B15. Weeks 1–4 integration design and triage templates. Weeks 4–9 approval workflow and safety testing overlapping. Weeks 8–10 dashboards, handover, and 30/60/90-day check-ins scheduled.

OUTCOME

MTTR 3:20 → 2:10. Agent-assisted triage on 60% of incidents before L1 opens the ticket. Repeat incident rate ↓ 25% once recurring root causes are surfaced consistently. Agent error rate held under 5% throughout steady state.

§ 06 · DELIVERABLES

Seven artifacts,
each with signed acceptance.

Every deliverable has documented acceptance criteria signed at engagement kickoff. Nothing more, nothing less.

D_01

ITSM + Observability Integration

Native connectors wired into ITSM and observability platforms. Agent action taxonomy documented and signed off.

D_02

Triage Templates

Templates per incident class with context-gathering scripts and escalation rules for anything outside confident range.

D_03 · CORE

Approval Workflow Engine

Approval routing, timeout handling, and escalation paths — built to your existing hierarchy, not a generic default.

D_04 · AUDITABLE

Action Logs

Every agent action recorded, replayable, and exportable for compliance review. Nothing the agent does is off the record.

D_05

Safety Test Suite

Adversarial test cases and evaluation harness scoring triage precision and action-boundary adherence.

D_06

KPI Dashboard

MTTR trend, agent-assisted triage percentage, error rate, and backlog aging in one live view.

D_07 · OPERATOR-READY

Runbooks & Kill-Switch Playbook

Operator runbooks per incident class, a rehearsed kill-switch drill, and an escalation matrix — the documents the L1 shift lead actually opens when the agent flags something outside its confidence range.

HANDOVER
WK 12
§ 07 · OUTCOMES

Six outcome metrics,
measured pre and post.

Success is not “the agent is deployed.” It is measured against six specific outcomes captured in a baseline KPI report at engagement start and re-measured at steady state.

THE MTTR JOURNEY · REPRESENTATIVE
Hours to minutes, across the four phases.
−35%REDUCTION
4h3h2h1h03h 20mBaselinePRE-ENGAGEMENT2h 30mTemplates liveEND WK 042h 00mAgent liveEND WK 092h 10mSteady state30 DAYS POST
01 · TIME
25–40%
MTTR reduction, measured on same-class incidents.
02 · TRIAGE
50–70%
Incidents agent-assisted before L1 opens the ticket.
03 · BACKLOG
30–50%
Reduction in backlog aging beyond SLA windows.
04 · REPEAT
20–35%
Reduction in same-class incident recurrence.
05 · ERROR
<5%
Agent error rate — mis-triage or bad recommendation.
06 · CYCLE
Meas.
Approval-cycle time, from agent flag to human sign-off.
§ 08 · FIT

Honest scoping.

B15 is a fit when specific conditions are met. It is not a fit when other conditions are. We say so before the scope conversation, not after the commercial commitment.

PREREQUISITES
Move fast when these five conditions are in place at kickoff.
01
An ITSM platform already in place

The agent triages into and out of an existing system of record — it does not replace one.

02
An observability estate the agent can read

Ideally B6-shaped and consolidated. A fragmented estate extends Phase 1.

03
L1/L2 workflow documented, even roughly

If it exists only in institutional memory, we document it in Phase 1 — this extends timeline by 1–2 weeks.

04
A business owner empowered to define approval gates

Someone with authority to say which actions the agent may draft and which it may never touch.

05
A change window of at least six weeks

Introducing an agent into a live triage flow affects on-call rotation and shift handover procedures.

NOT SUITABLE IF
Four patterns indicate a different engagement is a better fit.
You have no ITSM to integrate with

The agent needs a system of record to triage into. Stand up ITSM first, or talk to us about sequencing.

Your MTTR problem is the platform, not the triage layer

An agent can't fix fragmented signal. Look at B6 Unified Observability + AIOps Build™ first.

You want full autonomy, no approval gates

That is explicitly out of scope for this engagement — see the thesis. We will say no rather than build something we don't think is safe.

Regulatory deadline is under 4 weeks

Eight weeks is our minimum. We can accelerate Phase 1 into A2 to produce a readiness scorecard within 2 weeks, then B15 begins with Phase 2.

§ 09 · COMMERCIAL

Fixed fee.
Milestone-based.

Total engagement fee agreed in the scope statement. Not time-and-materials. Not day rate. Every engagement is preceded by a scope conversation to ensure fit before commitment.

STANDARD MODEL
ENGAGEMENT MODEL
Fixed fee
PAYMENT CADENCE
Milestone-based

Payment schedule aligned to engagement phases and defined delivery milestones agreed upfront.


INCLUDED IN SCOPE
  • All 7 named deliverables with acceptance criteria
  • Named Practice Lead throughout the engagement
  • Bi-weekly executive sponsor reviews
  • 30/60/90-day post-handover check-ins
  • Written scope amendment process for any changes
01

Signed scope statement

Every engagement begins with a signed scope statement fixing deliverables, timeline, milestones, and commercial terms. No verbal agreements. No moving targets.

02

No scope creep

Scope changes require a signed scope amendment. If scope changes, so does the commercial arrangement — always in writing, always signed by both parties.

03

Named accountability

The Practice Lead is accountable for commercial and delivery outcomes throughout the engagement, with escalation to the CEO within 24 hours if needed.

§ 10 · QUESTIONS

Five, most asked.

Q_01What is an Ops Agent and how is it different from AIOps?
AIOps correlates alerts and suppresses noise. An Ops Agent takes the next step: it triages the surviving incident, gathers context across ITSM, observability, and CMDB, drafts a root-cause hypothesis, and updates the ticket — before a human ever opens it. Where AIOps ends, the Ops Agent starts. In most engagements the two work together; B15 pairs cleanly with B6 Unified Observability + AIOps Build™ when both are needed.
Q_02Can it make changes autonomously?
Only for action classes explicitly designed with an approval gate for that class, and only after the gate is satisfied. By default, every change the agent proposes requires human approval before execution. Full autonomy is not the goal of this engagement — auditable, gated assistance is.
Q_03How does this pair with B6 Unified Observability?
B6 delivers the observability estate — the platforms and the signal. B15 adds an agent layer on top that operates against that signal: triage, context-gathering, and ITSM updates. If you already run a consolidated observability platform, B15 can start directly against it. If you don't, we typically sequence B6 first.
Q_04What ITSM tools do you support?
ServiceNow, Jira Service Management, BMC Helix, and others — via native connector where one exists, or a REST bridge where it doesn't. Connector depth is assessed and scored in the Phase 1 scorecard before any build begins.
Q_05What comes next, after the agent is live?
C1 OpsCommand™ operates the agent continuously alongside broader IT operations — 24×7 monitoring, incident response, and monthly steady-state reviews. B15 builds and hands over; C1 runs.
§ 11 · NAMED ACCOUNTABILITY

One name
on the engagement letter.

A named Practice Lead is accountable for delivery, commercial outcomes, and the client relationship throughout the engagement. Not a project manager who disappears after kickoff. Not a partner who nods at the SOW and vanishes.

THE ROLE

Practice Lead — AI

Present at every phase gate, every scope decision, every difficult conversation. Available for 30/60/90-day post-handover check-ins as part of the engagement.

SIX ACCOUNTABILITIES
01
Commercial arrangement

Including scope amendments.

02
Deliverables acceptance

Signs off all 7 deliverables.

03
Bi-weekly reviews

With executive sponsor.

04
Change orders

Authorised to negotiate.

05
Escalation path

CEO within 24 hours.

06
Post-handover

30/60/90-day check-ins.

§ 13 · BOOK A CLINIC

Thirty minutes.
No slide deck.

A structured 30-minute scope conversation with the Practice Lead. You describe the current triage workload, ITSM setup, and organisational pressure. We describe whether B15 is the right engagement — and if not, what is.

Book a clinic →Email directly
DURATION
30 minutes
PREPARATION
None required
FOLLOW-UP
Written scope, 5 business days