( Blog )

Insights & updates

Notes on product, engineering, and everything we're building at Maitrii Infotech.

AllAI & MLAI & Machine LearningBusinessEngineeringFintech & PaymentsHR TechLogistics Tech
Designing Reliable AI Agent Workflows: Step Limits, Guardrails, and Knowing When to Stop

Aug 23, 2026

AI & Machine Learning

Designing Reliable AI Agent Workflows: Step Limits, Guardrails, and Knowing When to Stop

An AI agent that can call tools and chain its own steps is powerful and also the easiest thing in a system to send into an expensive, silent loop. The guardrails that keep agent workflows production-safe.

ai agentsagent workflowsllm orchestration
Zero-Downtime Deployments: How We Ship to Production Without Breaking Client Sites

Aug 22, 2026

Engineering

Zero-Downtime Deployments: How We Ship to Production Without Breaking Client Sites

Shipping multiple times a week to live client products means a bad deploy has to be rare, and a bad deploy that does happen has to be invisible. The practices that make both true.

devopszero-downtime deploymentci/cd
Building a 98% Payment Success Rate: The Engineering Behind Automated Loan Collections

Aug 22, 2026

Fintech & Payments

Building a 98% Payment Success Rate: The Engineering Behind Automated Loan Collections

UPI, Netbanking, and NACH each fail differently. FundFlick's automated collection system routes around each one's failure mode instead of retrying blindly — here's the architecture behind a 98% success rate.

payment collectionsnach automationfintech engineering
Building a RAG-Powered WhatsApp Support Bot That Knows When to Hand Off to a Human

Aug 14, 2026

AI & Machine Learning

Building a RAG-Powered WhatsApp Support Bot That Knows When to Hand Off to a Human

How our WhatsApp AI Automation Platform answers customer questions from a real knowledge base instead of guessing — RAG over fine-tuning, multi-agent routing, and why human override can never be optional.

ragwhatsapp business apiai chatbot
Automating Loan Origination: How We Cut Approval Time From Days to Minutes

Aug 14, 2026

Fintech & Payments

Automating Loan Origination: How We Cut Approval Time From Days to Minutes

Instant eKYC, bureau fetch, and SLA-driven task routing — the engineering behind turning a multi-day loan approval process into a 4-5 minute one on FundFlick, our own lending-ops SaaS.

loan origination systemfintech engineeringekyc automation
Real-Time GPS Fleet Tracking: The Architecture Behind a Live Dispatch Dashboard

Aug 8, 2026

Logistics Tech

Real-Time GPS Fleet Tracking: The Architecture Behind a Live Dispatch Dashboard

How a dispatcher sees a truck move on screen within a second of it moving on the road — the WebSocket architecture, data-volume tradeoffs, and offline-vehicle handling behind our Fleet & Logistics TMS.

fleet trackingreal-time systemswebsockets
Facial Recognition Attendance vs Biometric: What We Learned Building an HRMS

Aug 4, 2026

HR Tech

Facial Recognition Attendance vs Biometric: What We Learned Building an HRMS

Fingerprint scanners versus camera-based facial recognition for attendance — the real operational tradeoffs we hit building a multi-tenant HRMS with AWS Rekognition, beyond the accuracy specs on paper.

hrmsfacial recognition attendanceaws rekognition
Why Payment Gateway Integration Fails (and How to Get It Right the First Time)

Aug 4, 2026

Fintech & Payments

Why Payment Gateway Integration Fails (and How to Get It Right the First Time)

Payment integration bugs don't show up in the happy path — they show up in webhook retries, partial failures, and edge cases most teams don't test for. Lessons from wiring Razorpay across several production products.

payment gateway integrationrazorpayfintech engineering
From Idea to MVP: What Actually Happens in the First 30 Days of a Software Project

Aug 4, 2026

Business

From Idea to MVP: What Actually Happens in the First 30 Days of a Software Project

A day-by-day look at how the first month of a new software engagement actually runs — discovery, scoping, the first deployable slice, and the decisions that determine whether the rest of the build goes smoothly.

mvp developmentsoftware project processstartup engineering
AI Isn't Magic: A Practical Framework for Deciding What to Automate

Aug 4, 2026

AI & Machine Learning

AI Isn't Magic: A Practical Framework for Deciding What to Automate

Not every repetitive task is worth an AI pipeline, and not every AI pipeline is worth the maintenance it demands. A framework for telling the two apart before you commit engineering time.

ai strategybusiness automationwhen to use ai
Multi-Tenant SaaS Architecture: How We Design Data Isolation That Scales

Aug 4, 2026

Engineering

Multi-Tenant SaaS Architecture: How We Design Data Isolation That Scales

The tenant-isolation decisions that shaped FundFlick's architecture — row-level scoping, the tradeoffs against schema-per-tenant, and where we drew the line on shared infrastructure.

multi-tenant architecturesaasdatabase design
API Security Checklist: 10 Things We Verify Before Every Production Launch

Aug 4, 2026

Engineering

API Security Checklist: 10 Things We Verify Before Every Production Launch

The 10-point API security pass every project runs through before go-live — auth, rate limiting, input validation, and the mistakes that actually show up in code review.

api securitybackend engineeringproduction checklist
Why We Moved to Next.js App Router in 2026.

Jul 17, 2026

Engineering

Why We Moved to Next.js App Router in 2026.

A look at what changed when we standardized on the App Router for client projects — and the tradeoffs that came with it.

nextjsengineeringweb development
5 Signs Your Business Needs Custom Software (Not Off-the-Shelf)

Jul 17, 2026

Business

5 Signs Your Business Needs Custom Software (Not Off-the-Shelf)

Off-the-shelf tools are great — until they aren't. Here's how to tell when it's time to build something that actually fits how your business runs.

custom softwarebusiness automation
Top 5 AI Development Companies in Jaipur (2026 Guide)

Jul 17, 2026

AI & ML

Top 5 AI Development Companies in Jaipur (2026 Guide)

A practical look at five AI development companies operating out of Jaipur in 2026 — from lean product studios to enterprise data-and-AI consultancies — to help you pick the right AI partner for your business.