DATA LAYER
TOOLS6 LINKED
RECORDSMIRRORED
CONFLICTS2
OVERLAY · TIER 1
ALARMS34
ROOT CAUSE1
TICKETS1

ALARMS

34

ROOT CAUSE

1

TICKETS

1

CUSTOMERS

UPDATED

ENTAI OPERATIONS LAYER
2026

Entalinity: AI operations for telecom and infrastructure teams. one fault.one ticket.answered.EVIDENCE ATTACHED · CUSTOMERS INFORMED

OVERLAY · INLAY · OR BOTH

Overlay does your tier 1 work: investigating, correlating, logging and updating customers. Inlay does tier 2 and above. Both connect to the tools you already run, without replacing any of them.

T1
OVERLAY
T2+
INLAY
0
TOOLS REPLACED
✕Rip and replace
✓Uses your tools
✕Duplicate tickets
✓One case file
✕Guessed conflicts
✓Every version kept
✕AI free rein
✓Authority you set
OVERLAY · EXAMPLE CASE
00:00:01Core link down · 34 alarms in
00:00:04Correlated to one root cause
00:00:09Affected customers found · ticket logged
00:00:12Holding message sent · tier 2 escalated
Request a PilotONE OPERATORHow It WorksFOUR LAYERS
BN
Bheki Ntando Ngwenya
FOUNDER · SANDTON
LIVE
YOUR TOOLS, CONNECTED
CONNECTED TOOLS
6 LINKED
MON
Monitoring
LIVE
TKT
Ticketing
LIVE
INV
Inventory
SYNC
CRM
Customer records
SYNC
NMS
Network management
READ
WX
Weather feed
READ
RECORDS COMPARED
CUSTCRM → INVMATCH●
TICKETMON → TKTMATCH●
CIRCUITMON A ≠ MON BCONFLICT▲
FOUR LAYERS
CONNECTData layer · records linked
TIER 1Overlay · case file built
TIER 2+Inlay · fix within authority
LEARNIntelligence store
T1
work investigated
OVERLAY
T2+
fixes within limits
INLAY
0
tools replaced
YOUR STACK STAYS
100%
actions logged
WHO APPROVED, WHY
TELECOMS FIRST · NOT ONLY
TelecomsISPsFibreData centresIT opsUtilities
PILOT · ONE OPERATOR

One incident type. Overlay only. Read access. No network changes in the first phase.

SCROLL

T1

Overlay

Investigate · log · update

T2+

Inlay

Analyse · fix within authority

1

Data Layer

Connects your tools

0

Tools Replaced

Keep your stack

100%

Actions Logged

Who approved and why

WHERE IT BREAKS TODAY

One fault.
Dozens of alarms.

A core link goes down and every customer link behind it alarms. Before any real technical work begins, your engineers spend most of their time searching tools, reconciling records that disagree and assembling evidence.

TODAY
CRIT

Core link down — alarm

HIGH

Duplicate: customer link down

HIGH

Duplicate: customer link down

DOZENS OPEN · SEARCHED BY HAND

WITH ENTALINITY

One root cause found

Case file + evidence attached

Affected customers informed

1 TICKET · ESCALATED WITH EVIDENCE

A

The Search

Affected customers are found by hand, across several tools, while the clock runs.

B

Records That Disagree

Monitoring shows one circuit, inventory shows another, and two monitoring tools each hold their own version.

C

Rules That Fail Silently

Automation works while data is clean. When a record drifts, rules stop matching and nothing flags it.

HOW IT WORKS

Overlay. Inlay.
Or Both.

DATA LAYER
00

0

Tools replaced

Every Tool Connected. Every Record Linked.

Connects to the monitoring, ticketing, inventory and customer systems you already run. Converts their formats into one consistent shape and links records that refer to the same thing, such as a customer link to its core link. It keeps a synced mirror and an audit trail. It takes no actions, and your systems stay the owners of the data.

IN PRACTICE

Six tools, six formats→One consistent shape
IDs that never match→Records linked
No shared history→Mirror + audit trail
OVERLAY · T1
01

T1

Tier 1 authority

The Tier 1 Work, Done Before Anyone Searches.

Investigates alarms, correlates them to one root cause, gathers evidence, works out which customers are affected, logs or enriches the ticket and keeps customers informed. When records conflict, it attaches every version and escalates. Like a human tier 1, it never changes the network.

IN PRACTICE

01Alarms correlated
02Evidence gathered
03Customers identified
04Ticket logged or enriched
05Customers updated
INLAY · T2+
02

T2+

Authority you set

Deeper Analysis. Fixes Within Your Authority.

Takes escalations with a complete case file. Performs the deeper technical analysis, proposes fixes, corrects systems of record such as inventory, and makes network changes only where you have authorised it. You set the thresholds by risk and customer impact.

IN PRACTICE

ESCALATION RECEIVED
FIX PROPOSED
APPROVED · ONE TAPACTIVE
CORRECTED AT SOURCE
THE STORE
03

vN

Versioned learning

Every Outcome Remembered. Every Lesson Reversible.

Records what the system learns: which tool is reliable for which field, how your failures tend to cascade, which fixes your engineers approved or rejected, and what worked. Learning comes only from reviewed outcomes. It is versioned, and you can inspect it or roll it back.

IN PRACTICE

01Tool reliability, per field
02How failures cascade
03Approved and rejected fixes
04What actually worked
05Versioned · rollback

WHAT CHANGES FOR YOU

Built for the People
on Shift.

Engineers Stop Searching

Every incident starts with a complete case file: root cause, evidence, affected customers and every conflicting record. Your engineers spend their time fixing, not hunting across tools.

One Ticket Per Fault

A core link failure no longer becomes dozens of tickets. Alarms are correlated to one root cause, and if your monitoring already logged it, the existing ticket is enriched rather than duplicated.

Customers Hear First

Affected customers get a holding message straight away, with no uncertain facts in it, and a full update once the facts are confirmed. No more customers phoning in to tell you something is down.

The Right Model for Each Job

A hybrid approach: open-source models handle routine tier 1 correlation, and frontier models from labs such as Anthropic (Claude) and OpenAI (ChatGPT) handle advanced reasoning and escalations. We choose and manage the models for you.

PILOT · ONE OPERATOR

One Operator.
Measured.

One incident type, Overlay only, on your real incidents. Read access plus tier 1 ticket and customer-update authority. No network changes. Targets agreed with you before we start.

01

Connect, Read-Only

The data layer connects to the tools behind one incident type. We agree the targets first.

02

Overlay Live

Overlay works your real incidents with tier 1 authority. Conflicts are escalated, never guessed.

03

Measure and Decide

Results against the agreed targets, including cost per incident. Then you decide what comes next.

BUILT FORTelecom operatorsISPsFibre networksData centresIT service desksAny team running many tools

WHERE THE NAME COMES FROM

Entity + Infinity.
Infinite intelligence.

From entity and infinity. A system that keeps learning from every incident, for the people who run the network. Our symbol says the same: a figure rising out of the infinity sign.