Use cases · Applied patterns

Where governed meaning turns into working agents.

These are the patterns enterprises reach first. Each one starts from the same foundation: resolved entities, governed definitions, published data products and lineage the agent can cite.

Reference patterns

4–8 wk

Typical time to agent

78%

Median readiness at start

100%

Lineage-cited outputs

01Pattern explorer

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Each pattern shows the operating problem, the SenseMesh approach, the sources involved, the data products published and the readiness profile.

Invoice reconciliation agentreadiness 87%

Operating problem

Analysts reconcile manually because no system holds the joined view. Agents built directly on ERP tables mismatch vendors and misapply tolerances.

SenseMesh approach

Resolve vendor identity across ERP, procurement and banking, publish a governed three-way match product, and express tolerance rules as versioned semantic policy with an owner.

Match automation84%

Exception accuracy91%

Manual touch reduction73%

Connected sources5 systems

SAP ECCCoupaBank statementsVendor masterContract PDFs

Published data productsagent-ready

vendor_identity_resolvedthree_way_matchtolerance_policy

Lineage · source to decisiontraced

Invoice line→Vendor resolved→PO match→Tolerance check→Exception decision

effort: Low · 4 weeksimpact: Highowner: domain steward

Open spotlight · screens, connectors & required data →

Finance operations

Invoice reconciliation agent

6 screens · 4 connectors

Revenue & service

Customer 360 answering agent

6 screens · 5 connectors

Procurement

Supplier risk briefing agent

6 screens · 4 connectors

Insurance operations

Claims triage agent

6 screens · 4 connectors

Risk & compliance

Audit-ready reporting agent

6 screens · 4 connectors

The pattern never changes: resolve the entities, govern the meaning, publish the product, then let the agent work.