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AI engineer · web and mobile

Faiz Karim

I build AI products, and the harness that holds them to a production bar.

The model is one piece. Around it: accessibility, security, architecture, and assurance, so the same system can ship on the web and on mobile.

Framework

Harness engineering

A model completes a prompt. A harness is the framework around it: who can use the product, whether it is safe, how the client is built, and what you learn once it is in production.

  1. Model
  2. Harness
  3. Web · iOS · Android
  1. 01

    Accessibility

    WCAG on the web client, and the same intent on mobile: names, focus, contrast, and type that scales. One product stays usable on both surfaces.

  2. 02

    Security

    SAST and SCA in the pipeline, and penetration testing before a release is called done. A finding counts when it has a reachable path in the product.

  3. 03

    Production assurance

    Sentry and Crashlytics on the running product. Crashes and regressions show up with a trace, while the release is still yours to fix.

  4. 04

    Client architecture

    MVC, MVP, and MVVM, chosen per surface. UI, state, and side effects stay in separate places so a web client and a mobile client can share a contract.

  5. 05

    Agent contract

    MCP, skills, and tools with explicit permissions. The model acts through the harness, with context and guardrails attached, on web and mobile alike.

In production

Work

AI products on the web and on mobile, plus the enterprise systems behind them. Each one ships with a stack and the ownership a hiring team can check.

Sprinklr

2 apps

Sprinklr

Product lead

Enterprise product for global brands — Publishing and Engagement, held to the security and release bar those customers require.

  • Platform leadership
  • Publishing & Engagement
  • Enterprise security & compliance

Tech stack

  • iOS & Android
  • GraphQL
  • CI/CD
  • Sentry
  • Firebase
  • OWASP Mobile

What recruiters look for

  • Owned the flagship product global brands use for Publishing and Engagement, on iOS and Android.
  • Set the architecture, release, and security bar (including OWASP Mobile) that enterprise deals depend on.
  • Led platform work that unblocked many squads: module ownership, native extensions, and a GraphQL migration.

Sprinklr Empower

Product lead

A second enterprise product on the same platform — insights, publishing, and engagement for distributed teams.

  • Empower product delivery
  • Distributed workforce workflows
  • Suite-wide platform standards

Tech stack

  • iOS & Android
  • Shared mobile platform
  • GraphQL
  • Enterprise auth
  • CI/CD

What recruiters look for

  • Shipped a second product on the same platform—evidence the architecture holds past one app.
  • Designed field workflows for distributed teams: insights, publishing, and engagement away from the desk.
  • Kept one security and release standard across Empower and the flagship suite.

FMA — products I founded

FMA · 3 apps

MoneyLens AI

Founder

Personal finance for Canadians—spend, savings, debt, net worth, and retirement from a statement or screenshot. No bank login.

  • iOS, Android, and web
  • Statement & screenshot import
  • Fma Enterprises

Tech stack

  • React Native
  • TypeScript
  • react-native-web
  • D3
  • Skia
  • AWS Lambda
  • MongoDB
  • OpenAI vision
  • Stripe
  • StoreKit
  • Firebase

What recruiters look for

  • One product, three surfaces: iOS, Android, and a responsive web app from a shared React Native codebase.
  • Fintech without bank credentials—vision extraction turns statements and screenshots into categorized spend, net worth, and debt payoff.
  • Full commercial path: Sign in with Apple and Google, phone OTP, StoreKit and Stripe subscriptions, and a serverless API in production.

CommonLight

Founder

Cross-faith scripture exploration with thoughtful, source-grounded AI—live on iOS and Android.

  • Product vision & go-to-market
  • AI-backed Q&A and audio experience
  • Fma Enterprises

Tech stack

  • React Native
  • TypeScript
  • AWS Lambda
  • MongoDB
  • SQS
  • S3
  • OpenAI
  • Text-to-speech
  • IAP
  • Firebase
  • SNS

What recruiters look for

  • Founder-to-store: product, mobile client, and serverless backend shipped on the App Store and Google Play.
  • Production AI: source-grounded Q&A, async jobs on SQS, and generated audio with listen tracking.
  • The commercial loop is real: auth, subscriptions, push, usage limits, and community features.

ScriptCam

Founder

Mobile creator studio—teleprompter, reactions, and picture-in-picture for content makers.

  • End-to-end product ownership
  • Creator-first mobile experience
  • Fma Enterprises

Tech stack

  • React Native
  • New Architecture
  • Vision Camera
  • Custom native modules
  • Skia
  • Reanimated
  • Firebase
  • IAP

What recruiters look for

  • Native depth hiring managers ask about: camera pipeline, screen recording, hand tracking, and person segmentation as first-party modules.
  • Real-time creator UX—teleprompter, reactions, and picture-in-picture—on the React Native New Architecture.
  • Owned capture through export, plus store billing and production crash and analytics reporting.

Career

Experience

A decade at Sprinklr building enterprise products and the engineering around them, founder delivery of MoneyLens AI, and an earlier full-stack start at MAQ Software.

  1. Sprinklr

    Current

    2015–present · Ontario / Gurugram

    • Product engineering · 2022–present
    • Director of Mobile Engineering · 2020–2023
    • Associate Director → Senior/Lead Product Engineer · 2015–2020
    • Set architecture, security, and release standards for enterprise products used by global brands
    • Put AI-assisted engineering into daily delivery: agents, skills, and workflows teams adopt
    • Held accessibility, observability, and security review as part of how software ships on web and mobile clients
    • Partnered with revenue teams when an enterprise evaluation needed technical depth
  2. MoneyLens AI

    Founder

    Founder · FMA Enterprises · Mississauga

    • Founder & engineer · iOS, Android, web
    • Shipped a personal-finance product for Canadian households—spend, savings, debt, net worth, and retirement from a statement or screenshot, with no bank login
    • One React Native codebase across iOS, Android, and the web, with D3 and Skia charts and a glass fintech UI
    • Owned the serverless API: vision import, auth (Apple, Google, phone OTP), MongoDB, and subscriptions through StoreKit and Stripe
    • Live at moneylensai.ca and on the App Store and Google Play
  3. MAQ Software

    2012–2015 · India

    • Software Engineer · 2012–2015
    • Delivered Azure and mobile client solutions on the Microsoft stack
    • Full-stack foundation on Azure and client software, before the work moved into AI products

IIIT · B.Tech IT

Languages: English · Hindi

Get in touch

Let's connect

Open to AI engineering roles and collaborations: products on the web and on mobile, and the harness around them.