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Selected work

Case studies, not screenshots.

Each one is the real shape of the problem: the situation, the constraint I worked under, the decisions I made (and the ones I rejected), and what actually shipped.

01
E-commerceProduction systemLive site

D2C Fashion Storefront with AI Try-On

A direct-to-consumer fashion store shoppers can try on before they buy.

Sub-secondcatalog & listing API responses under loadAI try-onraises fit confidence and cuts size-driven returnsSEO-readyserver-rendered pages indexable from day one
DjangoDjango RESTNext.jsPostgreSQLComputer VisionAWS
02
Real-timeProduction systemLive site

Scan2Serve: QR Ordering & POS

Scan-to-order and billing for restaurants, with no app install for diners.

0app installs required for dinersReal-timetickets to kitchen & waiters the moment an order changesMulti-tenantnew restaurants provisioned in minutes
DjangoWebSocketsPostgreSQLNext.jsAWSDocker
03
AIProduction systemNDA · walkthrough on call

LLM Customer-Support Automation

Support automation that answers from a company's own knowledge, in production.

Groundedanswers cite the company's own content, not hallucinationsInstantsemantic search across the full knowledge baseDeflectsrepetitive questions before they reach a human
PythonLangChainRAGVector searchFastAPILLM APIs
04
SaaSLive site

AgencyWale: Service Marketplace

A marketplace that connects households with verified service professionals.

One placefor discovery, booking and trackingVerifiedpartner network with ratings built inNo lost leadsevery enquiry has an explicit lifecycle
DjangoPostgreSQLREST APIsAWSDocker
05
SaaSLive site

PaperMaker: Automated Exam Papers

Generate exam papers from a question bank in minutes, not hours.

Minutesto assemble a balanced paper, not hours by handReusableblueprints instead of reformatting every timeOne bankmany paper patterns from a single tagged question set
DjangoPostgreSQLREST APIsFlutterAWS
06
Computer VisionNDA · walkthrough on call

Real-Time Person Detection & Re-ID

Detect and re-identify people from live camera streams, on screen in real time.

Livedetection rendered on a real-time UIRe-IDrecognises returning individuals across visitsRTSPingests standard IP-camera streams, no special hardware
PythonDeep LearningComputer VisionFlaskREST APIs
07
AINDA · walkthrough on call

Survey Analysis Platform

Turn mixed survey data into quantitative insight and qualitative highlights.

Multi-modaltext, numeric, image and video in one pipelineSemantichighlights found by meaning, not keywordsShowreelsauto-assembled from the most relevant moments
PythonNLPFastAPIMongoDBAWS
08
AINDA · walkthrough on call

Jobs Classification & Search

Collect and classify job descriptions at scale, then make them searchable.

Parallelcollection across many sources at onceCategorisedby location, skills & experience with NLPSearchablefull-text and faceted via Elasticsearch
PythonWeb ScrapingNLPElasticsearch
Hemant Manglani

Hemant Manglani

Ahmedabad, India

Have a product that has to work? Let’s talk.

A 20-minute call, no pitch. We work out whether this is a real problem worth solving, and if I’m not the right person, I’ll tell you.

Book a 20-min callhemant.manglani01@gmail.com

Every message answered within one business day