AI Agents That Run Your Operations.
While Your Team Runs Your Business.

We build and deploy autonomous AI agents for Travel DMCs, Fintech operations and Manufacturing businesses — agents that monitor live inputs, process data through LLMs, execute actions across connected systems and deliver structured outputs without a human in the execution loop.

What a Sufalam Agent Actually Does

An intelligent agent is not a chatbot. It does not wait to be asked a question. It monitors a live data source — an email inbox, a form submission, a payment feed, a system event — and executes a complete workflow in response. Every time. Automatically.

Six Production Agents. Built, Deployed and Operating.

These are not concepts or prototypes. These are agents that are live, running, and processing real operational data for businesses in Travel and Fintech today.

Travel Domain Agents
Mail

Email-to-Quote Agent

Travel DMC

NLP GDS LLM
What It Does

Monitors a B2B partner email inbox continuously. Reads every inbound enquiry using GPT-4, extracts destination, dates, passenger count, room type, meal plan and special requests. Retrieves live contracted rates from the ERP. Formats a professional quotation PDF in the company's branded template and delivers it directly to the partner's inbox.

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Connects

Gmail / Outlook → LLM extraction → ERP rate retrieval → PDF generation → Email delivery

Outcome

Quote turnaround: 45 minutes → under 3 minutes.

Operates 24/7 with zero human input until approval.

Autonomous Booking Bot

Autonomous Booking Bot

Travel

GDS API WHATSAPP
WHAT IT DOES

Handles complete end-to-end booking requests via WhatsApp and web interfaces. Understands natural language requests, queries live GDS availability (Amadeus / Sabre / Travelport), presents options to the customer, processes confirmation, creates PNR and issues tickets — without a human agent at any step in the execution.

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CONNECTS

WhatsApp Business API → NLP → GDS API → Ticketing System → Confirmation Delivery

OUTCOME

24/7 booking capability. Handles concurrent bookings at unlimited scale.
Zero agent involvement at execution stage.

Travel Reconciliation Bot

Travel Reconciliation Bot

Travel / Finance

OCR FIN ERP
WHAT IT DOES

Automatically matches GDS invoices against bank statement entries in the accounting system. Identifies commission discrepancies, fare differences and missing transactions. Generates a structured daily reconciliation report with flagged exceptions requiring human review.

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CONNECTS

GDS Invoice Feed → OCR Extraction → ERP Accounting → Discrepancy Engine → Exception Report

OUTCOME

Daily reconciliation time: 4–6 hours → under 15 minutes.
Commission leakage identified and recovered on a daily basis.

Fintech Domain Agents
Multi-Channel Recon Agent

Multi-Channel Recon Agent

Fintech
DATA API ERP
What It Does

Consolidates transaction data from multiple sources—bank feeds, payment service providers, and internal ledgers—and performs continuous reconciliation across all channels simultaneously. Identifies discrepancies by type, generates structured exception reports and routes each exception to the correct finance team member.

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Connects

Bank APIs + PSP feeds + ERP ledger → Reconciliation engine → Exception categorisation → Team routing

Outcome

Batch end-of-day reconciliation replaced with continuous real-time processing. Exception identification time cut by 80%+. Reconciliation happens continuously instead of once at the end of the day.

Smart Gateway Switcher

Smart Gateway Switcher

Fintech

ROUTING API REAL-TIME
WHAT IT DOES

Monitors live success rates, response latency and error codes across multiple payment gateways simultaneously. When a gateway degrades below a defined performance threshold, the agent autonomously reroutes transaction traffic to the next best-performing gateway — without waiting for human instruction.

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CONNECTS

Payment Gateway Monitoring APIs → Performance Scoring Layer → Intelligent Routing Logic → Real-Time Switching

OUTCOME

Payment success rate improvement of 6–12% in tested deployments.
Zero downtime during gateway failures.

Auto-Dispute Agent

Fintech

SEC ERP BANKING API
WHAT IT DOES

Monitors incoming chargeback notifications from acquiring banks. Automatically gathers all relevant transaction evidence from the ERP and connected systems — purchase confirmations, delivery records, customer communications. Assembles a structured, compliant dispute response and submits it within the required timeframe.

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CONNECTS

Acquiring Bank Webhook → ERP Transaction Records → Evidence Compilation Engine → Dispute Submission API

OUTCOME

Chargeback response time: manual 48 hours → automated under 2 hours.
Win rate improved through completeness and consistency.

AI Engineered for Your Industry

Every agent is trained on industry-specific data, terminology and business logic. The architecture may be similar — the operational knowledge is completely different.

How an AI Consulting Engagement Works

Every engagement follows a structured process — from initial assessment through to production deployment and ongoing improvement.
01

Workflow Definition

We map the exact input, the processing logic, the decision rules and the expected output. Every parameter is documented before a line of code is written. This is where most agent projects fail — we invest the time upfront.

OUTPUT
Complete workflow specification document.
02

Build & Train

The agent is built, connected to your live systems and trained on your data — your rate cards, your compliance rules, your templates and your terminology. Training data quality directly determines output quality.

OUTPUT
Agent built and connected in the staging environment.
03

Test on Real Data

The agent is run against real operational data in a staging environment. Edge cases are identified and handled. Output quality is validated against your standards before any production exposure.

OUTPUT
Agent validated against real operational scenarios.
04

Deploy & Monitor

Live deployment with active monitoring for the first two weeks. Every input, output and exception is logged. We refine until the agent performs to specification consistently and sustainably.

OUTPUT
Production agent with a documented performance baseline.

What is the difference between an AI agent and a regular automation workflow?

How quickly can an agent be deployed?

Do your agents replace employees?

What systems do your agents connect to?

Can you build a custom agent for a workflow specific to our business?

How is data security handled?

Ready to Deploy an Agent in Your Operation?

Book a free Agent Strategy Session. We will review your highest-volume workflows, identify where an agent would have the most impact, and give you a clear picture of build time, integration requirements and expected operational outcome.