MULTI-LAYER FINANCIAL TOPOLOGY ENGINE

THE FINANCIAL GRAPH THAT EXPLAINS WHERE MONEY ACTUALLY WENT.

Relational tables store isolated numbers. PayTrace constructs a unified, multi-hop directed graph across payment rails, entities, invoices, switch queues, and intermediary escrow nodes — answering why money disappeared in milliseconds.

14.8M+

Graph Nodes Mapped

< 4.2ms

6-Hop Path Traversal

99.4%

Path Resolution Certainty

7 Layers

Cross-Domain Corroboration

⚡ Launch Graph Playground 🔍 Walkthrough Case #PT-92881 Open Case Room →

01 // THE GRAPH PARADIGM

Why Relational Databases Fail for Financial Investigations

When an enterprise customer claims a ₹8.42 Lakh payment was executed but the ERP shows unpaid, the truth is distributed across 6 external systems. SQL queries fail because relationships are multi-directional, asynchronous, and non-deterministic.

01 RELATIONAL BOTTLENECK

The N+1 Join Explosion

Tracing a single settlement discrepancy across Banks, Gateways, ERPs, POs, and Emails requires dozens of recursive SQL joins across schema-isolated databases, taking hours of manual engineer effort.

02 GRAPH ADVANTAGE

Index-Free Adjacency

PayTrace stores transactions, contracts, and settlement batches as interconnected graph vertices. Traversal runs at O(1) per hop regardless of total database volume, discovering causal bottlenecks instantly.

03 MULTI-MODAL RESOLUTION

Heterogeneous Edge Types

Relationships carry semantic payload: [ISSUED_FOR], [CAPTURED_IN], [SWEPT_TO_BATCH], and [FAILED_WEBHOOK]. Every edge carries timestamps, confidence weights, and audit hashes.

02 // TRANSACTION TOPOLOGY

Layer 1: Real-Time Payment Rails & Switches

PayTrace models low-level bank switch messages, ISO 8583 packets, NPCI / NEFT / RTGS settlement logs, and gateway token events as an immutable directed execution graph.

STEP 01

Customer Initiation

Checkout session spawned, card tokenized or corporate netbanking intent recorded.

Node: AUTH_88921

STEP 02

Core Banking Debit

Bank switch verifies balance, executes debit, and generates unique RRN.

RRN: 881902849102

STEP 03

Intermediary Escrow

Processor aggregates captured funds into daily clearing batch container.

Batch: SB-9018

STEP 04

Nodal Disbursement

Final bank wire to vendor account or reversal trigger upon discrepancy.

State: PENDING_SWEEP

03 // ENTITY INTELLIGENCE

Entity Resolution & Canonical Counterparty Mapping

Counterparties appear under dozens of aliases across banks, billing systems, and payment portals ("ABC Ind", "ABC Industries Ltd", "ABC-Corp Delhi").

PayTrace's Entity Resolution Agent performs multi-identifier graph clustering across GSTIN, PAN, Bank IFSC/Account pairs, corporate LEIs, email domains, and phone prefixes, unifying disparate records into a single canonical entity node with 99.8% precision.

✓ Fuzzy Jaro-Winkler + Semantic embedding name matching
✓ Corporate hierarchy & subsidiary parentage traversal
✓ Bank account modification risk radar (BEC fraud prevention)

ENTITY_RESOLUTION_GRAPH.JSON CONFIDENCE: 98.9%

{
  "canonicalEntityId": "ENT-ABC-IND-001",
  "primaryName": "ABC Industries Private Limited",
  "gstin": "07AAACA1234F1Z5",
  "pan": "AAACA1234F",
  "resolvedAliases": [
    { "alias": "ABC Ind.", "source": "HDFC Statement" },
    { "alias": "ABC Industries", "source": "Razorpay Checkout" },
    { "alias": "ABC-Corp AP Portal", "source": "Outlook Thread" }
  ],
  "linkedBankAccounts": [
    { "account": "00210200019281", "ifsc": "HDFC0000021", "verified": true }
  ],
  "riskRating": "LOW_EXPOSURE",
  "totalHistoricalVolume": "₹14.82 Cr across 1,420 txns"
}

04 // MULTI-MODAL DOCUMENT GRAPH

Linking Unstructured Contracts & Invoices to Transaction Vertices

A financial transaction without its binding legal contract or tax invoice is an unanchored number. PayTrace binds multimodal document nodes directly into the money trail graph.

DOCUMENT NODE

Purchase Order Vertex

Extracts line items, delivery milestones, unit price caps, and authorized signatories from scanned PDFs and procurement APIs.

DOCUMENT NODE

Tax Invoice Vertex

Performs OCR verification on GST rate breakdown, SAC/HSN codes, TDS deductions, and bank remittance instructions.

DOCUMENT NODE

Master Agreement Vertex

Evaluates contracted payment terms (Net 30/60), penalty clauses, interchange schedules, and dynamic early settlement rebates.

05 // TEMPORAL SEQUENCING

Time-Delta Analysis & Asynchronous Causal Ordering

In banking, chronological arrival does not equal causal order. Clock drift, webhook retry delays, and batch clearing schedules obscure what actually happened first. PayTrace builds a Directed Acyclic Graph (DAG) with nanosecond timestamp normalization.

Chronological Illusion vs Causal DAG

A bank debit event may be ingested by the ERP at 14:15:00, while a customer dispute email arrives at 14:12:00. PayTrace evaluates switch transit latencies to reconstruct the exact true-world sequence of events.

T = 0.00s • AUTH

Gateway Auth Request

T + 0.32s • SWITCH

Core Banking Debit Executed

T + 5.32s • TIMEOUT

Webhook Dropped (HTTP 504)

Settlement Batch Window Alignment

Discrepancies often occur because transactions miss daily clearing cut-offs (e.g., 23:30 IST batch closure). PayTrace maps discrete batch windows across clearing houses to verify whether funds are delayed or permanently lost.

CLEARING BATCH TIME CONSTRAINTS

• Batch Cutoff: 23:30:00 IST (Daily)

• Next Sweep Execution: 02:00:00 IST (+1 Day)

• Escrow Hold Duration: 24.5 Hours

06 // PROBABILISTIC RESOLUTION

Bayesian Path Certainty & Graph Neural Inference

When direct foreign keys or UTR references are stripped in bank narratives, PayTrace applies probabilistic relationship scoring across amount, timestamp proximity, fee tolerances, and counterparty graph embeddings.

Amount & Fee Tolerance

Accounts for processor MDR cuts, GST deductions, and currency conversions. Reconciles a ₹8,42,000 invoice with a ₹8,25,160 net settlement based on contracted 2% fee schedules.

Temporal Window Decay

Applies exponential time-decay kernels: correlations between an invoice and bank credit drop as the elapsed time exceeds standard SLA windows without explicit UTR link.

Graph Structure Embedding

Node2Vec and GNN embeddings evaluate historical transaction topological motifs, assigning confidence ratings (e.g., HIGH 96.8% certainty) to resolved paths.

07 // INTERACTIVE TOPOLOGY PLAYGROUND

Live Multi-Hop Financial Graph Engine

Pan, zoom, drag nodes, filter relationship layers, and inspect the real-time topology of Case #PT-92881. Click any node to open the live inspector.

💡 Pro Tip: Click on "Webhook /api" to see why the ERP desynchronized, or select preset "Trace PT-92881 Broken Trail".

ENGINE: Canvas2D High-DPI 60FPS

08 // FORENSIC RECONSTRUCTION

Case Study: Reconstructing Missing Settlement #PT-92881

Follow how PayTrace traversed 7 graph hops in 4.2 seconds to uncover why ₹8,42,000 from ABC Industries was marked "UNPAID" in the SAP ERP ledger.

HOP 1 & 2: INVOICE & AUTH

Invoice INV-8821 matched with Gateway AUTH_88921

Customer initiated payment via corporate checkout. Gateway recorded capture status for ₹8,42,000 and debited customer account via HDFC Core Switch (RRN 881902849102).

HOP 3: DISRUPTION NODE

Webhook Dispatch Timeout (HTTP 504)

The payment gateway attempted to notify the SAP ERP webhook endpoint. Due to a 5-second cloud gateway timeout, the event dropped without retrying. The ERP remained in an "UNPAID" state.

HOP 4 & 5: ESCROW SINK

Funds Trapped in Clearing Batch SB-9018

Because the webhook failed to link the merchant descriptor, the gateway clearing engine held the ₹8,42,000 settlement batch under exception code EX_UNMATCHED_DESC.

INVESTIGATION VERDICT

Automated Root Cause & Remediation

The money was neither stolen nor lost — it was trapped in Gateway Escrow Batch SB-9018 due to dropped webhook communication with SAP S/4HANA.

RECOMMENDED ACTION

1. Dispatch reconciliation payload to Gateway API for Batch SB-9018.
2. Post credit memo to SAP Invoice INV-8821.

View Live Case Room →

09 // ANOMALY TOPOLOGIES

Autonomous Subgraph Pattern Detection

PayTrace runs graph mining algorithms to detect topological anomalies that indicate fraud, leakage, or systemic settlement blockage.

Disbursement Splintering

Single large PO split into multiple micro-invoices just below internal authorization limits paid to newly created beneficiary accounts.

Pattern: FAN_OUT_SPLIT_DISBURSEMENT

Escrow Sink Accumulation

Funds flowing into payment processor intermediary nodes without corresponding daily sweep edges to enterprise operating accounts.

Pattern: UNSWEPT_ESCROW_TRAP

Circular Settlement Loops

Repeated invoice-to-refund-to-credit cycles indicating synthetic transaction wash-trading or merchant account cycling.

Pattern: DIRECTED_CYCLE_DETECTED

10 // ARCHITECTURAL BENCHMARK

PayTrace Graph vs Traditional Relational SQL

Comparing investigation performance across multi-hop enterprise financial topologies.

BENCHMARK DIMENSION	RELATIONAL SQL (POSTGRES / MYSQL)	PAYTRACE FINANCIAL GRAPH ENGINE
1-to-2 Hop Lookup	12ms (Standard indexed query)	1.2ms (Index-free pointer traversal)
4-to-6 Hop Root Cause Traversal	4,200ms+ (Recursive JOIN explosion / Timeout)	4.2ms (Constant-time neighbor walk)
Heterogeneous Entity Resolution	Requires brittle ETL scripts & static foreign keys	Probabilistic clustering across GSTIN, PAN & Bank pairs
Unstructured Document Linking	Opaque file blobs stored outside relational model	OCR vertices embedded natively into transaction paths
Explainability & Audit Provenance	Disjoint query logs; manual timeline stitching	Interactive topological causal graph with SHA256 proofs

READY TO MAP YOUR FINANCIAL TOPOLOGY?

Trace Money Trails in Sub-Seconds with PayTrace AI.

Deploy PayTrace onto your payment switches, ERP ledgers, and document vaults in under 48 hours with zero disruption to legacy workflows.

⚡ Run Simulator Live Explore Evidence Intelligence → Request Architecture Demo