AI Business Analyst & Product Owner

Ali Ahmed

AI Business Analyst & Product Owner, Cognilium AI

AI-era product operator - writes the specs, ships the product, and drives the business behind it.

"

I don't add AI to a process. I re-wire the process so it compounds.

- Ali Ahmed
4 AI products owned
3 live IoT platforms
8 yrs of operator experience
Ali Ahmed - AI Business Analyst & Product Owner at Cognilium AI
About Ali

Why Teams Choose to Work With Ali

Ali Ahmed is an AI-era product operator - he writes the specs, ships the product, and drives the business behind it.

As AI Business Analyst & Product Owner at Cognilium AI, he takes AI products from idea to production and owns the growth engine behind them. As Head of Product & Platforms at Bijli Bachao, he leads three production IoT energy platforms - Wattey, Solar Performance Cloud, and TenantBill - across industrial and commercial sites.

His work bridges product, technology, and business. He has helped close partnerships with Procter & Gamble, Engro, and Aga Khan University Hospital. Earlier, he ran the Bill & Melinda Gates Foundation Digital Literacy Programme for 10,000 women, led outreach for UNIDO's EU-funded PAIDAR programme, and organised Pakistan's largest startup competitions reaching tens of thousands of founders.

Building an AI product, integrating LLMs into a real workflow, or scaling a 0 to 1 idea into a shipped system?

Quick Facts

At Cognilium sinceSept 2024
AI products owned4
IoT platforms live3
EducationBS CS, UCP
Based inLahore, PK

"Trusted to deliver Gates Foundation and UNIDO programmes - and to ship four AI products to production at Cognilium."

Track record across AI, IoT, and FemTech

Open to new product engagements
How Ali Works

Spec, Ship, Sell - Own the Outcome

Three things Ali brings to every AI engagement at Cognilium.

Map the real workflow

Before any LLM call, Ali maps the actual job-to-be-done. He defines the metric that matters - revenue, efficiency, throughput - and rejects scope that does not move it. No demo-grade prototypes.

Ship in iterations

Tight cycles with visible checkpoints, not big-bang launches. The Paralegent AI marketing site - 56 pages, 50 components, 5 API routes - shipped in 737 commits over six months. Same pattern for AI products.

Own the business behind it

Ali authored the 14 service lines, 3 engagement models, and pricing frameworks at Cognilium. Building the product without the commercial wrapper is half the job. He delivers both.

Track Record

Experience That Shipped to Production

Eight years of operator work across AI, IoT energy, and FemTech - for clients and programmes backed by Gates Foundation, UNIDO (UN), and GIZ.

AI Business Analyst & Product Owner

Cognilium AI

Sept 2024 - Present
Lahore, Pakistan (Remote, US + UAE clients)

Boutique AI engineering firm serving venture-backed startups and scale-ups in the US and UAE.

  • Own the full product lifecycle for 4 AI products: VectorHire (AI-powered recruitment), VORTA (enterprise RAG assistant), ProspectVox (AI voice sales agent), and Paralegent AI (agentic contract review, 18+ AI agents on LangGraph + Google ADK).
  • Authored the 2025-2027 product roadmap (Project Helios). Evaluated emerging AI technologies, identified 3 new product opportunities before competitors adopted them, and defined R&D priorities that shaped company direction.
  • Defined 14 service lines, designed 3 engagement models, and built pricing frameworks - translating R&D output into commercially viable offerings.
  • Built the company's entire digital presence from zero: brand architecture, canonical positioning, 76-page website (Next.js 15, React 19, TypeScript, Tailwind v4, 264 React components, Sanity CMS, Resend, Vercel) plus a 34-script SEO/GEO automation engine.
  • Shipped a Chrome extension that automates proposal generation across 4 AI providers (Azure OpenAI, OpenAI-compatible, Google Gemini, AWS Bedrock) with Google Sheets integration.
  • Built the Paralegent AI marketing site (Jan-Jun 2026, 737 commits): 56 statically rendered pages (Next.js 15), 50 React components, 5 API routes, a 26-script SEO automation pipeline, and complete AI-citation (GEO) infrastructure - live and indexed.

Head of Product & Platforms

Bijli Bachao

Oct 2025 - Present
Lahore, Pakistan (Remote)

Pakistan's energy technology company founded by Engr Reyyan Niaz Khan. Three vague business requirements, three complete production platforms.

  • Wattey - Enterprise IoT energy monitoring. 22 smart meters across 8 commercial sectors. ~1.04 GWh monitored in ~6 months. MQTT ingestion processing 8 distinct message types. Response time optimised from 15s to 0.67s.
  • Solar Performance Cloud - Pakistan's first independent, multi-brand solar performance assurance platform. 56 sites, 70 inverters, 698 live PV strings graded daily, unifying Huawei FusionSolar, Solis, Growatt, Sungrow, and Canadian Solar in one dashboard.
  • TenantBill by Wattey - Automated meter reading and billing for commercial properties. Multi-stage OCR pipeline pushed 7-segment LCD accuracy from 50% to 95%. Offline-first mobile architecture for field conditions inside concrete basements.
  • Conducted full security audit and fixed 4 critical issues (SQL injection, webhook signature verification, error sanitisation, N+1 queries) and 9 high-priority issues. Single AWS EC2 hardened with fail2ban, UFW, and Let's Encrypt SSL.

Head of Outreach & Ecosystem Engagement

UNIDO PAIDAR Programme (via Digitara)

Dec 2025 - Apr 2026
Lahore / Karachi, Pakistan

5-year, EU-funded programme implemented by the United Nations Industrial Development Organization. Matching grants of EUR 11,000 to EUR 200,000 for startups and SMEs in rural Sindh.

  • Led the programme's entire outreach operation. Two events in nine days. 50+ communications produced. Zero marketing budget. Zero paid advertising.
  • Designed a 9-track messaging architecture with distinct tone, channel, and ask for each audience: panelists, VIPs, founders, institutions, cold outreach, startup communities, inbound queries, internal teams, personal networks.
  • Researched 37 potential panelists with full intelligence briefs and secured 5 confirmed panelists including CEOs of Interwood Mobel, Bookme.pk, ORA Global, plus Fiza Farhan (UN Secretary-General's High-Level Panel on Women's Economic Empowerment) as keynote.
  • Built a 4-step founder engagement sequence mobilising 70+ selected founders across Karachi and Lahore.

Co-Founder & Head of Product

Wonder Women Private Limited

May 2022 - Oct 2024
Lahore, Pakistan

Pakistan's first FemTech company - menstrual hygiene accessibility and women's digital health.

  • Designed and deployed Asani - Pakistan's first IoT sanitary napkin vending machine. Locally assembled at 1/10th the cost of international alternatives. 29 machines across 24 locations. 75,000+ products dispensed.
  • Led the company's pivot from hardware to digital health. Built Pakistan's first PCOS self-assessment tool (risk score in under 3 minutes), a women's health mobile application (30% user growth), and a 700-member clinical support community in 2 months.
  • Drove the company from pre-revenue to PKR 3.7M in annual revenue within 12 months. Designed pricing across rental, ownership, and employee facilitation models.
  • Closed deals with Procter & Gamble (AlwaysAsani partnership, 70-machine pipeline), Engro Corporation, Aga Khan University Hospital, Sapphire Textile Mills, NETSOL, Arbisoft, and Devsinc.
  • Secured USD 35,000 from HEC's Innovator Seed Fund - 1 of 15 winners from 186 applicants.

Program Manager & Business Intelligence Lead

CIRCLE Women Association

Feb 2023 - Oct 2023
Lahore, Pakistan

Project funded by the Bill & Melinda Gates Foundation. CIRCLE serves 145,000 women across 92 cities.

  • Managed the Digital Literacy Programme end-to-end against Gates Foundation impact measurement standards.
  • Programme trained 10,000 women across 92 cities in digital literacy, financial literacy, business skills, and life skills. Outcome: 25% increase in online business ventures among participants.
  • Replaced manual impact measurement with automated Power BI dashboards - reducing reporting time by 40% and improving resource allocation efficiency by 20%.

Head of Business Development (Startups)

Innovation District 92

Feb 2021 - Feb 2023
Lahore, Pakistan

Startup incubation centre of Superior University.

  • National Organiser, Entrepreneurship World Cup Pakistan (2021 + 2022): 5,000+ applicants, 100 shortlisted, 40 judges, National Finals at Arfa Software Technology Park.
  • Team Lead, SEE Pakistan 2022 National Startup Championship: 1,500+ startups from 81 cities, 5 provinces, 129 universities. Grand finale at Expo Center Lahore with 25,000+ attendees.
  • Built a mentor network from scratch and established 15+ strategic partnerships across industry and academia. 30% increase in successful incubation outcomes.
Technical Expertise

Stack Ali Commands In Production

AI-application-layer engineering plus the operational discipline to keep it running.

Agentic AI & LLM ApplicationsPRODUCTION

LangGraph Multi-Agent Workflows
Google ADK (Agent Development Kit)
AWS Bedrock AgentCore
OpenAI GPT-4 / Claude / Gemini
Custom Agent Frameworks
Function Calling and Tool Use
Long-Running Async Agents
Agent Evaluation Pipelines

RAG & Vector IntelligenceESSENTIAL

Production RAG Architectures
Hybrid Search (BM25 + Vector)
Pinecone / Qdrant
pgvector + PostgreSQL
Semantic Caching
Citation and Source Grounding
Multi-Document Reasoning
Eval-Driven Retrieval Tuning

Product Engineering StackSHIPPED

Next.js 15 / React 19
TypeScript / Tailwind v4
PostgreSQL / Prisma
Sanity CMS
Resend / Vercel
Python (FastAPI, asyncio)
Chrome Extension Engineering
AI-Native Development Workflows

IoT & Real-Time SystemsAT SCALE

MQTT Ingestion (Mosquitto)
Delta-Based Telemetry Processing
AWS EC2 / Nginx / PM2
React Native (Field-Operator Apps)
Google ML Kit (OCR Pipelines)
Supabase / Clerk Auth
Fail2ban / UFW Hardening
Webhook Signature Verification
Recognition

Awards & Programme Credit

Funded, recognised, and trusted by national and international institutions.

HEC Innovator Seed Fund

USD 35,000 winner (2022). 1 of 15 selected from 186 applicants for Wonder Women.

Gates Foundation Digital Literacy Programme

Led training for 10,000 women across 92 cities. 25% lift in online business ventures.

Entrepreneurship World Cup Pakistan

National Organiser, 2021 and 2022. 5,000+ applicants, National Finals at Arfa Software Technology Park.

SEE Pakistan National Startup Championship

Team Lead, 2022. 1,500+ startups, 81 cities, 25,000+ attendees at Expo Center Lahore.

UNIDO PAIDAR Outreach

Mobilised 70+ founders in 9 days across two events with zero marketing budget.

P&G #AlwaysAsani Partnership

Closed Procter & Gamble partnership for Wonder Women - 70-machine deployment pipeline.

FAQ

Common Questions About Ali

Build the AI product with Ali

Spec, ship, and own the outcome - across LLMs, RAG, agentic AI, and IoT.