CONTEXT ENGINE

Agents are only as intelligent
as the context they get.

Hermes maps your entire business flow, from approval chains and pricing rules to ERP quirks, and validates every action against live system state.

Hermes terminal demo

claude / hermes mcp
User: Why did quarterly revenue drop 14% from Q4 to Q1?
Claude: I'm tracing revenue across finance, CRM, returns, and fulfillment systems via Hermes.
hermes_query_records→erp / invoices / revenue_by_quarter:q4,q1
hermes_search_records→sales / renewals / slipped_close_dates:current_quarter
hermes_search_records→commerce / returns / sku_trend:q1
hermes_search_records→warehouse / shipments / posted_after_quarter_end
Claude: Q1 revenue fell for three reasons: $420k in enterprise renewals slipped into April, returns on the Axiom sensor line doubled after a receiving defect, and three high-margin orders were recognized in Q2 because shipments cleared after quarter end.
Claude: Hermes connected the drop across CRM, ERP, commerce, and warehouse systems, then traced each driver back to the underlying records.
Hermes MCP
OPERATING MODEL

It maps how your entire business flows.

There's a difference between connecting to a system and understanding it. Most tools give your agent access to data. Hermes maps how that data connects across your entire operation: how an order moves from CRM to ERP to fulfillment, what triggers approvals, which rules apply to which customers. That Acme Corp gets 12% on fasteners, that orders above $25K need VP sign-off, that your titanium supplier can't be used for certain parts. When Atlas acts, it acts with this full picture.

Operating Model: Midwest Manufacturing Co.

Learned Rules

Approval
Orders > $25K require VP sign-offSource: ERP workflow
Pricing
Acme Corp gets 12% on fasteners (negotiated Q3 '25)Source: CRM note
Scheduling
Karen (purchasing) OOO every other FridaySource: Calendar
Compliance
EU orders need dual-currency quote (EUR + local)Source: ERP config
Routing
Titanium parts → Supplier B only (quality issue w/ A)Source: Ops memo
247 rules learned across 6 connected systems
LIVE VALIDATION

It checks before it acts

Context models go stale. Hermes knows this. Before Atlas commits any action (sending a quote, updating a record, triggering an approval) it re-validates the relevant state against live systems. Not a cache. The actual record, right now. Credit limits, inventory, pricing agreements, approval thresholds. If anything doesn't match what Hermes expects, the action stops. That paranoia is deliberate.

Pre-Action Validation

Pending Action

Generate and send quote QT-3012 to Acme Corp

Live System Checks

✓Customer credit status: approved ($50K limit, $12K used)
✓Pricing valid: matches Q1 agreement (12% discount applied)
✓Inventory check: 340 units available (requested: 200)
✓Approval threshold: $8,400, within auto-approve limit
✓Ship-to address: verified against ERP master record
All checks passed. Proceeding.

Hermes connectors

Connectors

20+ systems connected. OAuth or API key. Read-only by default.

SalesforceHubSpotDynamics BCDynamics FOZoho OnePipedriveFreshsalesClose CRMCopper CRMOdooNetSuiteEpicor KineticSAPQuickBooksXeroShopifySageStripeMonday.comOracle ERP

The architecture behind production-grade automation

Any agent can connect to your systems. Operating reliably across the full complexity of an enterprise requires something deeper: a working model of your business, validated on every action. That's what Hermes provides. That's what makes Atlas production-ready.

Learn about Atlas

Contact support@korsoai.com to inquire about standalone access to Hermes