RavenOperational Decision Runtime

Operational Intelligence Review / Large Telco / EN

Large Telco - sample dossier

Full public-safe sample dossier based on the approved board-report format for a national-scale telecommunications operator.

Mode public-safe Source approved print dossier Names anonymized Boundary no customer claim

Cover

Page 01

Executive Briefing

Prepared for: domestic operator

OPERATIONAL DECISION-MAKING EXPOSURE

in a telecommunications organization on a national scale

Prepared by

Arkadiusz Kolawa

Founder & CEO / Raven Systems

RAVEN VERIFIED RV-L3 DEMO SAMPLE

Operational Decision Exposure

Page 02

DEMO SAMPLE / Executive Briefing / national operator

Operational Decision Exposure

in a telecommunications organization on a national scale / prepared for: national operator

Raven Systems / Operational Decision Runtime / demo sample

02/19

Document question

If visibility already exists, what is the cost of delayed decision, escalation,

acceptance and action?

Every minute between signal and action is a potential organizational consequence.

67 days

RAW TELEMETRY ORANGE/LTE

6,459,532

METRIC OBSERVATIONS AND SAMPLES

579

CANDIDATE WINDOWS FOR DEGRADATION

16 days

EXPLICIT MEASUREMENT GAP

Theorem limit

This is not a report on the condition of the national operator's network. This is not a production diagnosis. This is decision-making material showing what is worth measuring in common

pilot: the cost of waiting, coordination and delayed decision.

Executive Summary

Page 03

DEMO SAMPLE / Executive Briefing / national operator

Executive Summary

The problem is not lack of tools. The cost of delayed action may be an issue.

Raven Systems / Operational Decision Runtime / demo sample

03/19

Visibility does not close decisions

Monitoring, ticketing, NOC, vendors and processes can show the status.

The question still remains how much it costs to go from signal to decision and from there

decisions to act.

Scale amplifies the cost of delay

In a national organization, the decision goes through the region, NOC, vendors,

field teams, acceptance and escalation. Each stage can create a hidden one

cost.

The pilot is not to be assessed by the national operator

The pilot is to check whether there is a delay in decision, escalation and acceptance

measurable operational exposure.

Raven is a measurement instrument

Raven does not replace existing systems. Organizes the trace of decisions and costs

waits and context that a regular dashboard doesn't reveal.

The most important hypothesis

Perhaps the national operator already sees a lot. The question is whether the national operator measures the cost that arises between visibility, escalation, acceptance and

action.

Why scale creates decision exposure

Page 04

DEMO SAMPLE / Executive Briefing / national operator

Why scale creates decision exposure

Scale gives strength. Scale also creates decision delay.

Raven Systems / Operational Decision Runtime / demo sample

04/19

many regions

many teams

many suppliers

multiple systems

many levels

acceptance

Effect on decision

In a smaller environment, decisions tend to be naturally condensed: one person sees the problem, knows the people and can act without taking much time

paths of acceptance.

In a national organization, the decision is dispersed. The same signal can pass through several roles, several systems and several boundaries

responsibility.

Raven measures not just that something is happening, but where a decision is wasted, who has to approve it, and what cost is incurred while waiting.

Cost of coordination

Page 05

DEMO SAMPLE / Executive Briefing / national operator

Coordination cost

How much value disappears before an organization moves from signal to action?

Raven Systems / Operational Decision Runtime / demo sample

05/19

Little operator

One decision. A shorter path. Less formal escalation. Lower cost

coordination, but smaller operational scale.

National operator

NOC, region, vendor, field team, approval, escalation. More control, but

also more places where a decision can wait.

Signal

>

NIGHT

>

Vendor

>

Acceptance

>

Action

At what stage does the organization waste the most time?

The value of the remote control

The pilot should show how many minutes a decision spends in coordination and how much each minute of waiting for approval or team assignment costs.

Complexity multiplier

Page 06

DEMO SAMPLE / Executive Briefing / national operator

Complexity multiplier

The larger the organization, the greater the value of a clear decision.

Raven Systems / Operational Decision Runtime / demo sample

06/19

more systems

more signals, more formats, more discrepancies

more alarms

greater risk of noise and operational fatigue

more vendors

more limits of responsibility and more waiting

more processes

more control, but also a higher cost of delay

more dependencies

greater risk of decisions without full context

Conclusion

On a national scale, Raven's value is not in another alarm. The value lies in organizing the chain of decisions, responsibilities and costs

waiting.

What happens at national scale

Page 07

DEMO SAMPLE / Executive Briefing / national operator

What's happening on a national scale

At what stage is time lost?

Raven Systems / Operational Decision Runtime / demo sample

07/19

Signal

>

Region

>

NIGHT

>

Vendor

>

Acceptance

>

Action

What Raven should aim for in the pilot

time from signal to first operational decision

time from decision to escalation

time from escalation to acceptance

time from acceptance to action

the cost of waiting in each section of the chain

What the national operator already has

Page 08

DEMO SAMPLE / Executive Briefing / national operator

What the national operator already has

The question is not whether the national operator has visibility.

Raven Systems / Operational Decision Runtime / demo sample

08/19

Monitoring

EXISTING ITEM

OPERATIONAL

Ticketing

EXISTING ITEM

OPERATIONAL

NIGHT

EXISTING ITEM

OPERATIONAL

Vendors

EXISTING ITEM

OPERATIONAL

Processes

EXISTING ITEM

OPERATIONAL

The right question

Does the national operator measure the cost of a delayed decision?

Raven should go alongside existing systems as a decision, cost and governance layer. Not as another monitoring. Not as

another dashboard. Not as another chatbot.

Management risk

Page 09

DEMO SAMPLE / Executive Briefing / national operator

Management risk

This document is not about network metrics. It's about the cost of the decision.

Raven Systems / Operational Decision Runtime / demo sample

09/19

cost of waiting

the time in which the degradation continues to work

escalation cost

time of transfer of responsibility

coordination cost

role and vendor synchronization time

the cost of incorrect shipping

the team does not go where the value of the decision is greatest

the cost of uncertainty

decision postponed because the evidence is scattered

Biggest risk: An organization may have visibility but not a numerical delayed cost model

actions.

This is not a technological risk. This is an organizational risk.

Decision governance

Page 10

DEMO SAMPLE / Executive Briefing / national operator

Decision-making governance

For a national operator, the trace of a decision may be more important than the recommendation itself.

Raven Systems / Operational Decision Runtime / demo sample

10/19

man's authority

the system does not replace human decisions

decision trace

who saw, who approved, when and why

approval chain

whether the decision was waiting for the right level of acceptance

audit trail

the ability to defend a decision after the fact

responsibility

a clear line between recommendation, acceptance and action

In organizations of this scale, the ability to defend a decision is often as important as the decision itself.

Governance is not an enterprise add-on. In an organization of this scale, it is part of operational security.

Questions for the board

Page 11

DEMO SAMPLE / Executive Briefing / national operator

Questions for the management board

Questions without answers. Goal: to start the right conversation.

Raven Systems / Operational Decision Runtime / demo sample

11/19

1

Do we measure decision latency?

2

Do we measure escalation latency?

3

Do we measure acceptance latency?

4

Do we measure the cost of waiting?

5

Do we measure the quality of decisions?

Observational material and boundaries

Page 12

DEMO SAMPLE / Executive Briefing / national operator

Observational material and boundaries

Raven's data is a talking point about the pilot, not a production diagnosis by the domestic operator.

Raven Systems / Operational Decision Runtime / demo sample

12/19

2026-04-01

FIRST UTC TIMESTAMP

2026-06-22

LAST UTC TIMESTAMP

67 days

AVAILABLE TELEMETRY

12

FILE SOURCES

Fair limit

The scope of the conversation covers 2026-04-01 - 2026-06-22. For the domestic operator, Raven has 67 days of raw iMac/LTE telemetry in this window and openly

marked measurement gap 2026-05-18 - 2026-06-02. Raven does not fill this gap with data from another operator and assign a cause after

website of the national operator without correlation with the operator's data.

Value despite this boundary: the pilot can see how the given national operator closes the gap between signal, escalation, acceptance and action.

Signals and candidate windows

Page 13

DEMO SAMPLE / Executive Briefing / national operator

Signals and candidate windows

Not reporting. Not a diagnosis. Candidate for correlation with national operator data.

Raven Systems / Operational Decision Runtime / demo sample

13/19

Windows by class

549

SPEAK/TAIL OF DECAY

25

CONTINUOUS LOSS

5

CONTINUOUS DEGRADATION

Windows according to metrics

90

DNS latency

87

TTFBHTTP

80

HTTP time

78

packet loss

75

TCP connection

75

TLS handshake

74

DNS lookup

20

RTT delay

Strongest observational example: 2026-04-30, DNS LTE/raw, max 1,041,784 ms. This is not an indictment of the network. This is an example of why

correlation with operator data is needed.

Pilot in a large-scale organization

Page 14

DEMO SAMPLE / Executive Briefing / national operator

Pilot in a large-scale organization

The pilot's goals are measurement, not marketing.

Raven Systems / Operational Decision Runtime / demo sample

14/19

measurement of decision delay

measurement of escalation delay

measurement of acceptance delay

measurement of operational exposure

measuring the cost of waiting

The smallest sensible remote control

Choose a limited area, one or two types of degradation, a clear escalation path, and measure the decision from signal to action. Without disturbing production and

no causal claims before correlation.

What the organization receives

Page 15

DEMO SAMPLE / Executive Briefing / national operator

What the organization receives

Not another surveillance. Decision, cost and governance layer in the environment of a national operator.

Raven Systems / Operational Decision Runtime / demo sample

15/19

Before the decision

order of evidence

unknown explicitly marked

the cost of waiting

action variants

Decision pending

approval chain

responsibility

escalation cost

recommended next step

After the decision

audit trail

result of the action

cost avoided/incurred

a lesson for subsequent events

The team gains the ability to defend whether a given decision was the best decision available at that time - given what is known

evidence, unknowns and limitations.

Pilot design: minimum scope, maximum value

Page 16

DEMO SAMPLE / Executive Briefing / national operator

Pilot design: minimum scope, maximum value

The pilot should be limited, measurable, and defensible after the fact.

Raven Systems / Operational Decision Runtime / demo sample

16/19

Scope

selected area / type of degradation / one escalation path

Input data

read-only exports, tickets, escalation times, acceptance times, action times

Master metric

time from the first signal to action

Supporting metrics

escalation time, acceptance time, cost of waiting, cost of misreferral

Result

whether the operational decision is a measurable cost exposure

Success criterion

Page 17

DEMO SAMPLE / Executive Briefing / national operator

Success criterion

the national operator should see a new way of measuring the cost of decisions.

Raven Systems / Operational Decision Runtime / demo sample

17/19

It's not about

Monitoring

Dashboard

AI

Alerts

It's about

Cost of decision

The cost of waiting

Governance

Decision trace

New category: Operational Decision Exposure

One question for a national operator

Page 18

DEMO SAMPLE / Executive Briefing / national operator

Raven Systems / Operational Decision Runtime / demo sample

18/19

One question for the national operator

If visibility already exists,

what is the cost of delayed action?

The purpose of the briefing is not to evaluate the national operator. The aim is to check whether the cost of a delayed decision in this organization

scale is measurable, repeatable and possible to reduce.

Contact

Page 19

Founder & CEO

Raven Systems

ravensystems.group

contact@ravensystems.group

RAVEN VERIFIED

Public functional addendum

Addendum

Additional demo elementIn a full pilot Raven can show the decision trail, cost of waiting, escalation stage, approval chain and Platinum-level defendability of a decision.
Field executionIf the organization provides field-team status, Raven can show the available team, nearest resource and the decision that minimizes waiting exposure.
Public boundaryThis page shows the dossier format. It does not disclose operator data, MTZ know-how or calculation mechanics.

Public-safe demo dossier. The customer name has been replaced with an operator-class description. Back to briefing