AgentHub ConnectDemonstration company · fictitious data
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SM
Sophie MartinOwner
General shutdown active since --:--. No agent can start a run.

Overview

Figures observed from recorded activity.

5Active agents
0On pause or stopped
0In errorLast run failed or with no news
0Faulty connectors
2Validations pending
1Open alerts

Latest runsLive

Click on a run to see its timeline.

HourAgentStatusDurationData affectedCost

Agents Verification Status

Failure rate observed on completed runs: failed or left without news.

AgentFamilyStatusVersionLast run24-Hour ChessChess 7 days
Invoice ExtractorAction1.4.0today 11:420 %0,4 %
Checking for discrepancies in hours worked before payrollControl1.0.0today 11:400 %0 %
Reconciliation AssistantControl1.2.1today 11:380 %0 %
GLPI HelpdeskControl0.9.2today 11:314 %1,1 %
WivenLLMAction1.14.10today 11:290 %0 %

Runs

Each execution of an agent. No content is recorded: only what was done, by whom, and to where.

BeginningTraceAgentStatusDurationData affectedCost

Run of 11:42:18Successful

trace 8f3c21d07a94 · Invoice Extractor

Duration4.3 s
Tokens (input · output)1,180 · 240
Cost observedCHF 0.00
Documents processed1
ModelOn your infrastructure
Data affectedFinancial

Chronology

Run steps in order: model calls, tool calls, proposed writing.

StageChronologyDurationExit towards
Agent · Agent Execution
4.3 sNo exit
Tool · MS.ERP: Read the incoming invoice
260 msBusiness software: MS.ERP (simulated)
Model · qwen3.5-4b
3.0 sModel on your infrastructure
Tool · MS.ERP: Check the supplier
190 msBusiness software: MS.ERP (simulated)
Gateway · propose a writing Pending validation
40 msValidations
The processed content (texts, documents, model responses) is not recorded in the log: only its type, size and a fingerprint are.

Connectors

Agents only access your business software through the gateway: tool by tool, with secrets kept secure. Every call is logged.

MS.ERP (simulated) Operational

Health monitored every minute · last update 12 seconds ago

41824-hour calls
024-hour chess
5tools

GLPI internal support Operational

Health monitored every minute · last update 12 seconds ago

9624-hour calls
124-hour chess
3tools

Validations

No data is written to a business application without a human decision or self-validation rule. The gateway does the writing, never the agent.

Shortcuts: j / k to navigate, v to confirm, r to decline.

Invoice Extractor · v1.4.0

Supplier writing · Atelier Rhône SA

Invoice AR-2026-1187 · Due in 30 days

CHF 4,860.00

6500 Administration4'495.84
1170 VAT 8.1%364.16
2000 Creditors4'860.00
IDE number verified8.1% VAT rate consistentNo duplicatesPurchase order found

If you confirm, the gateway writes to MS.ERP (simulated) using the «create entry» tool. The agent does not have write access.

v · r
✓ Validated by Sophie Martin. Written by the gateway in MS.ERP (simulated).
Rejected by Sophie Martin. Nothing was written.

Safeguards

Each run reserves its quota before starting. If no more quota is reached, the run is refused, the agent is paused, and an alert is opened.

Monthly ceilings

Costs actually received since the 1st of the month (Zurich time).

Invoice Extractor Limit CHF 10.00 per month, CHF 0.50 per run, alert at 80%

CHF 6.20 observed · 62%

Reconciliation Assistant Monthly limit CHF 50.00, CHF 2.00 per run, alert at 80%

CHF 41.30 observed · 83%

Checking for discrepancies in hours worked before payroll Monthly limit CHF 200.00, CHF 2.00 per run, alert at 80%

CHF 0.00 observed · local model

GLPI Helpdesk Monthly limit CHF 200.00, CHF 2.00 per run, alert at 80%

CHF 0.40 observed · 0%

WivenLLM Monthly limit CHF 50.00, CHF 2.00 per run, alert at 80%

CHF 0.00 observed · local model

Alerts

One alert per problem, regardless of the number of repetitions. Critical alerts open an incident.

WarningCeiling threshold reachedReconciliation Assistant · 83% of monthly limit · Open at 09:12
Acquitted by Sophie Martin

Incidents

Critical alerts open an incident, which is monitored until its closure.

No open incidentsLast incident closed 12 days ago: GLPI connector unavailable for 7 min.

Anomalies

Reported by agents, confirmed or dismissed by a person. Only the type, class and fingerprint are retained: check the details in the business software.

HRHours discrepancy before payTime discrepancy check before payroll · reported at 11:40 · fingerprint 7f2a9c01d4e3
ConfirmedRemoved
FinancialInconsistent invoice amountInvoice Extractor · reported at 11:33 · fingerprint c41e88b2097a
ConfirmedRemoved
PersonalTicket unansweredGLPI Helpdesk · reported at 10:58 · fingerprint 2b90f7aa3c15
ConfirmedRemoved

Value

This reflects what the agents did during the month, as observed in their activity. The time saved only appears if a reference period has been entered, and it is presented as a calculation.

Runs completed1'284
Documents processed912
Median run duration4.3 s
Reported anomalies37
Suggested writings412
Median decision time2:10
Cost observedCHF 47.90
Time saved (calculation)27 h412 entries × 4 min reference

October, dummy data from the demo.

Register

Each agent, their version, their instructions and their reviews: enough to respond to an audit.

AgentVersionResponsibleLatest reviewNext review
Invoice Extractor1.4.0Sophie Martin02.10in 58 days
Reconciliation Assistant1.2.1Marc Rochat15.09in 12 days
Checking for discrepancies in hours worked before payroll1.0.0Sophie Martin28.09in 54 days

Audit log

Human actions and application decisions, added individually, are chained by fingerprint. They are never automatically purged.

HourAuthorActionFootprint
09:12:04SystemAlert opened: ceiling threshold reacheda91c07e2d5f8
08:47:31Marc RochatValidated writing · Papeterie du Lac SA3d6b2f90c1a4
08:02:15Sophie MartinModified ceiling · Invoice Extractore07f45b1928c

Users

Who can view, approve, or administer? Every role change is logged.

NameRoleLast connection
Sophie MartinOwnerNOW
Marc RochatValidatortoday 08:47
External TrusteeListener, reading only6 days ago