Understand · integration vision
System Landscape & Integration Vision
12 demo connectors modeled · 0 live integrations
04Meridian story · ch 4 of 8
Activate knowledge and governed work· Story
The eventual recommendation can be traced to evidence and governed methods, not unexplained model output.
Operating principle
Integrate first, abstract second, replace selectively. ABIR AgentOS is not competing with the Trading CRM. The CRM is the transactional and relationship system of record — it organizes what Abir needs to know. AgentOS is the intelligence and orchestration layer — it connects that operating data, coordinates specialist agents, explains evidence, detects risk, runs scenarios, and prepares decisions. People continue to own relationships and consequential decisions. The Abir Trading CRM defines and organizes what Abir needs to know; AgentOS makes it intelligent, coordinated, explainable, and actionable.
Layer 1 · Human relationship layer
Buyer companies & contacts
Customer accounts, sites, contacts, and buying cadence — owned by the Abir account team.
Supplier companies & contacts
Supply accounts, origin sites, contacts, inventory positions — owned by the Abir procurement team.
Relationship owners & leadership
Humans own relationships and consequential decisions; agents accelerate the work around them.
Layer 2 · ABIR AgentOS intelligence layer
Specialist agents
Ten specialists (qualification → pricing → response) orchestrate research, matching, follow-up, analysis, and documentation; ABIR CORE coordinates them as the intelligence layer.
Knowledge & evidence
Company records, grades, policies, SOPs, and evidence chains — every output traceable to a governed method.
Scenarios & recommendations
Bounded simulations and one consolidated recommendation — authority always returns to a human.
Governed automation
Low-risk actions can be assisted or automated only after a human approves the boundary.
Layer 3 · Systems of record & execution
Abir Trading CRMSystem of record
The transactional and relationship system of record — companies, sites, contacts, materials, opportunities, loads, activity, and commercial history. Modeled in this demo; not connected.
cieTradeCandidate integration
Trade platform that may hold verified market/pricing data. Not connected in this demo.
ZohoCandidate integration
Productivity/CRM-adjacent suite under evaluation. Not connected in this demo.
AccountingPlanned
Invoicing, credit, and working capital timing. Planned; not connected in this demo.
EmailPlanned
Outbound correspondence drafting and tracking. Planned; no external actions in this demo.
TelephonyPlanned
Call logging and follow-up cadence. Planned; no external actions in this demo.
DocumentsPlanned
Quality documentation, BOL/POD, certificates. Planned; not connected in this demo.
Freight & logistics servicesPlanned
Carriers, brokers, tracking. Planned; not connected in this demo.
Demo connector catalogModeled in demo
The in-demo connector records stand in for these systems; every flow is simulated and session-scoped.
What each modeled flow does
| Flow | Data read | Intelligence added | Proposed action | Human approval | Write-back target |
|---|---|---|---|---|---|
| Buyer inquiry → qualification | CRM demo records | Fit, urgency, value score | Qualify opportunity | Required | Trading CRM (demo) |
| Demand → supply matching | CRM demo + supplier directory | Match score, gap | Shortlist suppliers | Required | Trading CRM (demo) |
| Quote → landed cost | Supplier offer + freight lane | Landed cost per lb, margin | Recommend quote | Required | Trading CRM (demo) |
| Decision → downstream work | Recommendation + policy | Effect propagation | Approve / reject / changes | Required (consequential) | CRM + operations (demo) |
Connector catalog — demo states
CRMCoresimulated
Buyer and opportunity records are seeded demo data; no CRM integration is active.
EmailCorenot configured
Outbound email is disabled in demo mode. No messages are sent.
LLM InferenceCoresimulated
Agent reasoning is simulated with deterministic seeded outputs; no model API is called.
MessagingCoredisabled
Messaging integrations are disabled; RELAY prepares simulated responses only.
Freight QuotesDataavailable
Freight rate feed is available but not connected; routes are simulated.
Market Data FeedDatasimulated
Market benchmarks come from the simulated dataset; no live market connection.
Supplier DirectoryDatasimulated
Supplier records are seeded demo entries; no external directory is queried.
Bank / LedgerFinancenot configured
Banking connections are disabled. All financial figures are demo calculations.
Credit CheckFinanceavailable
Credit bureau access is available but not connected; buyer credit is simulated.
PaymentsFinancedisabled
Payment processing is intentionally disabled in demo mode.
Customs / Trade DocLogisticsavailable
Customs documentation service is available but not connected.
Compliance ScreenerRisksimulated
Sanctions and compliance screening runs against the demo dataset only.
Next in the Meridian story · Chapter 5 of 8
The system landscape explains how the CRM, surrounding systems, agents, and humans fit together — nothing is connected live.
What happens next: Build executable supply options — ORIGIN — Supplier Discovery — evaluates polymer suppliers and their inventory positions; VECTOR — Freight and Routing — evaluates truckload lanes; SENTINEL — Risk and Compliance — applies controls.