Introducing Mellon Agentic Operating System

The end-to-end toolkit to run your entire Digital Workforce

Five layers to govern your AI workforce, each with one job.

Layer 05

Application

Where your teams do the work

Business operators get dedicated screens, custom-built for their work, not a chat window. Every interaction with a Worker cites its sources, and every decision is kept with its context.

The same submission (SUB-2291, Northgate Trading, marine cargo), handled two ways. Today it is spread over a spreadsheet, a document of notes, the team's chat and a to-do list. In Mellon it is on the Underwriting Operating Desk, with the Worker's recommendation to refer it to the Group Head for final approval, its sources, what it did and the facts it read.

#marine-underwritingnowThe email says €4.2m but the schedule says €4.0m

Marine_bordereau_Q3_FINAL_v3
fx=VLOOKUP(A5,Rates!A:C,3,FALSE)
ABCDE
1RefInsuredLimit (€)Premium (€)Status
2SUB-2279Baltic Shipping1,200,00018,400Bound
3SUB-2284Harlow Foods850,00011,050Bound
4SUB-2288Oresund Metals2,600,00031,200Referred
5SUB-2291Northgate Trading4,200,000#N/APending?
6SUB-2293Pyrmont Textiles640,0008,960Quoted
7SUB-2296Castor Pharma3,100,000#REF!Bound
8SUB-2297Lindqvist Paper920,00012,420
9
10
11
12
13
Bordereau Q3RatesLimits (old)
14
ZIPNorthgate pack.zipPDFbinder-2026 (2).pdfPDFguidelines v11.pdfPDFguidelines v12 FINAL.pdf
XMarine_bordereau_Q3_FINAL_v3.xlsx—▢✕
FileHomeInsertFormulasDataReview
E5fx=VLOOKUP(A5,Rates!A:C,3,FALSE)
ABCDEF
1RefInsuredCargoLimit (€)Premium (€)Status
2SUB-2279Baltic ShippingElectronics1,200,00018,400Bound
3SUB-2284Harlow FoodsFrozen goods850,00011,050Bound
4SUB-2288Oresund MetalsSteel coils2,600,00031,200Referred
5SUB-2291Northgate TradingMachinery4,200,000#N/APending?
6SUB-2293Pyrmont TextilesGarments640,0008,960Quoted
7SUB-2296Castor PharmaPharmaceuticals3,100,000#REF!Bound
8SUB-2297Lindqvist PaperPaper rolls920,00012,420
Bordereau Q3RatesLimits (old)Sheet4
WSUB-2291 Northgate notes.docx—▢✕
FileHomeInsertLayoutReview

Northgate Trading, marine cargo

Received 12 Aug through the broker portal. The rest of the pack is in my email.

Requested limit €4.2m. Our authority is €3m? Or €3.5m, check the guidelines (v11 or v12??).

Bound twice before, last one in March I think. Old binder is in the shared drive.

Treaty: CAT XL, renewed?

Two fields missing from the pack. Chase the broker.

Comment

Which version is current? Someone said v12.

✆Marine underwriting—▢✕
UWMarine underwriting8 members
Anyone seen the Northgate schedule?09:31It's in my email, forwarding now09:33The email says €4.2m but the schedule says €4.0m10:02Which guidelines are we on, v11 or v12?10:05v12 since January, I think10:06Can someone check our authority before I quote?10:48
Type a message
Ntodo.txt - Notepad—▢✕
FileEditFormatViewHelp
- chase Northgate for 2 missing fields
- authority 3m or 3.5m ??
- is the CAT XL treaty still in force
- update the bordereau (again)
- reply to the broker by 5pm
- find the March binder
XW✆N@1411:52
12/08/2026

Layer 04

Oversight

Build, evaluate, govern and observe

Where Workers earn the right to run. Every Worker goes through a standard evaluation lifecycle before deployment: tested on frozen reference data and measured on correctness and cost. Once live, it's covered by observability, reliability alerts, spend governance and access controls your risk team can read.

MellonEval/Evaluations

Evaluations

Every Worker is tested against your experts' answers before it ships

Gate 80

Workers under test

5

10,000 expert answers

Average score

91

↑ 2 points in 30 days

Stopped at the gate

3

In the last 90 days

Live and watched

4

Quality, spend, overrides

WorkerCasesScore against the gateScoreTrendGateLast run
Marine cargo triagev4.24,20084PassingJust now
Marine cargo triagev4.14,20054StoppedYesterday
Property referralsv71,80094Passing1h ago
First notice readingv92,50096Passing2h ago
Wording comparisonv31,50092Passing4h ago

Layer 03

Execution

The runtime, built not to break

Runs inside your perimeter. Reasoning steps and rule-based steps work together, so each task uses exactly the intelligence it needs. Workers reach your systems of record through reusable connectors, with retries and recovery built in.

MellonWorkers/Runs/run_4aade217

Submission triage · Northgate Trading

SUB-2291 · Worker version 4.2 · runs in the EU (Frankfurt) · 44s so far · €1.41

Running

Steps5 of 8 done

Broker email receivedTrigger1.0s
Read the pack14 pages19s
Property dataCallRetried32s
└Sanctions screenCheck11s
└Risk assessmentModel–
Within authority?Branch–
Underwriter sign-offPerson–
Write to policy systemUpdate–

Property dataCall · recovered

InputOutputLogSources

15:50:12Asked the property data service

15:50:32No answer after 20s: timed out

15:50:32Run state saved at step 3

15:50:33Tried again from the saved state

15:50:44Answer received: 3 fields

15:50:44Carried on at step 4, nothing done twice

Every step goes to the audit record, inside your boundary.

Layer 02

Inference

Any model, tuned to insurance

Each step runs on the model that suits it, at the right tier and in the right place, and a model can be swapped without rewriting the workflow. Open models tuned to insurance can run inside your estate. No workflow depends on one model.

MellonTools/Models

Models

Each task has an approved model and its fallbacks; failover is automatic and recorded

RoutingHealthSpend
TaskModel, then fallbacksPolicyRequests, 24h
Document readingExtraction modelFast modelPrivate modelLowest cost that passes eVal18,420
Risk reasoningReasoning model AReasoning model BHighest quality, 20s limit6,210
Drafting and summariesGeneral modelFast modelBalanced9,730
Classification and triageFast modelPrivate modelFastest22,150
Special-category personal dataPrivate modelNever leaves your cloud1,280

EU cloudHealthy

Frankfurt · 99.98% up

p95 2.9s

Mellon inferenceHealthy

EU · 99.99% up

p95 1.3s

Your cloudHealthy

Private GPU · 99.87% up

p95 1.9s

Failovers, 48h

All recovered

6

Layer 01

Knowledge Layer

Context, curated and served

An index of your business and the work record of every Worker running on Mellon. It gives Workers the context they need, fast and efficiently.

Read more about the Knowledge Layer
MellonData Catalog/Files

Knowledge Layer

Documents and systems, read once and kept in order, with the permissions they have at source

65,002 files · 6 sources · read only

Underwriting guidelines214

Guidelines v12.pdf

Appetite 2026.pdf

Referral rules.docx

Binders132

binder-2026.pdf

Submission files12,840

Claims files48,210

Policy system3.1m rows

Regulatory library3,120

Guidelines v12.pdfUnderwriting only

SharePoint · 42 pages · synced 12 minutes ago

Read into the Knowledge Layer5 facts

Authority limit, marine cargo€3.0m§4.1
Above the limitRefer to a senior underwriter§4.2
Minimum premium€2,500§5.1
Excluded cargoLivestock, bullion§6.3
In force from1 January 2026Cover

Same permissions as the source: if someone can't open the file, they can't see its facts.

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