Agentic Operations Intelligence

The AI layer for the operational core of the enterprise

Agents that read the documents, hold the rules, and act across the systems where money, commitments, and plans move.

See the platform
SCROLL
Live with enterprise teams across industries
Proof from the field

Finding the value that leaks silently.

Miracle deploys agents that recover value, assure contracts, and coordinate operations — the work that today falls through the gaps between ERP, CRM, and every spreadsheet in between.

How the platform works

One agentic operating layer for critical workflows.

The same five steps power every use case — and every engagement makes the shared layer smarter.

MIRACLE ORCHESTRATOR — AGENTS ACTIVE
MONITORING · LEARNING · ACTING
01Ingest

Pull from ERP, CRM, WMS, billing, procurement, and document sources.

02Understand

Interpret invoices, contracts, POs, plans, policies, and history.

03Prioritize

Detect exceptions, quantify impact, and rank the highest-value next actions.

04Coordinate

Route work across teams and systems with agents in the loop.

05Execute + learn

Close the loop, capture outcomes, and compound the operational digital twin.

ERP · SAP
CRM
BILLING
PROCUREMENT
WMS / TMS
MIRACLE INGESTION LAYER
CONTRACT_2024.PDF
INVOICE #88231
PO / SOW
CLAUSE 4.2 → CHECKABLE MATH
RULES EXTRACTED: 148
EXCEPTION · $412K · P0
EXCEPTION · $86K · P1
EXCEPTION · $19K · P2
IMPACT RANKED · QUEUE: 231
AGENT → FINANCE OPS
EVIDENCE PACK ASSEMBLED
DISPUTE FILED · VENDOR PORTAL
HUMAN-IN-THE-LOOP ✓
RECOVERED — AUDIT TRAIL COMPLETEDiscount scoped to one subsidiary, applied across others. $412K credited. Rule persisted, portfolio swept.
DIGITAL TWIN UPDATED
NEXT SWEEP: SCHEDULED
$4.2MRecovered
68%Less manual work
100%Audit trail on every action
The pattern beneath every use case

Why the operational core is ripe for agents.

FRAGMENTED SYSTEMSValue leaks in the seams.

ERP, billing, CRM, WMS, TMS, and procurement tools rarely work as one. Miracle works across your stack — and across the document sources between them.

EXCEPTION-HEAVY WORKManual follow-up doesn't scale.

Claims, deductions, disputes, and off-plan events still demand slow human triage. Agents handle the routine and escalate what matters.

DOCUMENT + RULE COMPLEXITYOnly humans could read it — until now.

Teams reconcile contracts, invoices, POs, and policies. Miracle reads them the way your team does, and holds the rules permanently.

REAL ECONOMIC LEVERAGEMeasurable ROI, not vanity automation.

High volume plus real money means recovered value and cleared exceptions — with enterprise-grade security and a full audit trail on every agent action.

Where you start

Seven high-value entry points into operations.

Each is a document-heavy, exception-heavy, high-ROI problem enterprises feel today. Land on one, expand across the operational core on a shared agentic layer.

Outcomes

Results the operational core has never had before.

2–5%of spend recovered as leakage and overpayment
~70%of routine exception handling automated
60%faster resolution on the exceptions that remain
Fullcross-system visibility and audit trail on every action
Proof from the field

Solving the problems that move the business.

Three live engagements across media, entertainment, and consumer goods — each starting on one wedge, each surfacing value that was leaking silently.

Media · Big-4 agency
Media recovery, ongoing audit, and planning automation for one of the world's largest media agencies
$1.5–3M / year
saved, by protecting and growing the margin on ~$150M of managed media buy.
Also delivered
  • A 5-person planning team now does the same work with 2
  • 10–20% improvement on media-buy arbitrage
  • Auto-ingest, live dashboards, and adaptive same-day replanning
Entertainment · Major studio
Auditing distributor contracts, statements, and payments for a major film studio
4.5% of revenue
of analyzed revenue found eligible for recovery — millions across distributors.
Also delivered
  • $500K+ saved vs. outside audit-recovery firms
  • Every contract clause translated into checkable math
  • Third-party PDF statements auto-mapped to the studio's own ledgers
Consumer goods · Major CPG
Reconciling trade-deal terms against retailer deductions and proof-of-delivery for a major CPG
$1M+ / month
in rebate, discount, and deduction errors identified — over $12M annualized on one retail relationship.
Errors the retailer never surfaced
  • Discounts scoped to one subsidiary, applied across others
  • Promo pricing for one week, taken for the whole month
  • Lost material and "fines" absent from the signed delivery receipt

// Figures illustrative of pilot economics. Client identities withheld.

Get started

A new operating layer for the operational core.

Start with one wedge. Recover value. Expand across operations.

Explore the platform