AI Strategy Consultant
I'm Mian Mansoor Ahmad
AI Strategy Consultant with 6+ years building production AI systems, scalable backend infrastructure, and cloud-native AI platforms, with end-to-end technical ownership and non-technical stakeholder alignment.
Specializations
Hybrid and temporal RAG: Semantic and time-aware retrieval over enterprise and blockchain contract data, so answers stay current as terms change.
Agentic systems: LangGraph multi-agent orchestration, tool use, and production workflows across voice, public-sector, and financial systems.
Impact Metrics
30+
AI systems delivered to production
95%+
Accuracy on production workloads
Work covers hybrid temporal RAG, multi-agent orchestration, and real-time voice, shipped on cloud-native infrastructure for healthcare, finance, and blockchain clients.
Work and Education Timeline
AI Strategist
Self-employed · Remote
Oct 2025 - Present
- • Led technical direction across 4 concurrent AI platforms, including a voice toolkit
- • Delivered agentic systems for national public-sector organisations
- • Designed a compliance-aware financial agent for the Australian market
- • Design and deploy multi-agent architectures, including MCP and A2A agent communication
- • Engineer LLM solutions with GPT, Gemini, Claude, and open-source models on AWS Bedrock, Azure AI Foundry, and Google Vertex AI, including tool use, function calling, context management, and prompt engineering
- • Build hybrid and agentic RAG pipelines with vector databases, queues, memory, and context-optimized retrieval
- • Apply AI ethics, governance, guardrails, and security to production systems
- • Develop and fine-tune machine learning models for predictive, qualitative, and quantitative work, with data engineering across ingestion, exploratory analysis, feature engineering, and ETL
- • Deliver voice AI with speech-to-text, text-to-speech, and voice activity detection using Retell, LiveKit, and Vapi
- • Build full-stack systems with FastAPI, Django, async pipelines, and microservices, plus React and Next.js interfaces
- • Implement RAG with FAISS, Chroma, Pinecone, and PGVector
- • Run production workloads on RabbitMQ, Kafka, Docker, and Kubernetes across cloud and on-prem environments, including AKS, GKE, Vertex AI, AWS EC2, and Bedrock
- • Operate CI/CD and MLOps/LLMOps with GitHub Actions, Azure DevOps, ArgoCD, Airflow, and Grafana
- • Follow ethical AI, governance, and guardrails aligned with GDPR principles and international ISO standards
Skills:
Agentic AIMCPA2ALLM EngineeringHybrid RAGVoice AIMLOpsLLMOpsFastAPIKubernetesResponsible AI
AI Strategy Consultant & Tech Lead
Intellema · Part-time · Remote, Pakistan
Dec 2025 - Mar 2026
- • Defined architecture and the technical roadmap for 4 concurrent AI platforms spanning real-time voice, multi-agent, and financial-agent systems
- • Led a voice-enabled AI toolkit and its product and production roadmap
- • Delivered agentic AI systems for national public-sector organisations
- • Designed a compliance-aware financial AI agent for the Australian market
- • Planned hybrid RAG and multi-agent orchestration with LangGraph across structured and unstructured data
- • Drove agile delivery through sprint planning, standups, and continuous delivery
- • Served as the primary technical contact for clients, translating system decisions into business outcomes across scope, timelines, compliance, and tradeoffs
- • Led the engineering team through code review, hiring, mentoring, and team structure
Skills:
PythonLangGraphRAGLLMsCI/CDMCPSLMsWebSocketVADTTSSTTTeam LeadAgileMentorshipStakeholder AlignmentSystem DesignCode Review
Career Break: Travel
Ubud, Canggu, and Amed, Bali, Indonesia
Jul 2025 - Sep 2025
- • Took a career break for self-growth, cross-cultural exposure, and a perspective reset
- • Spent 3 months in Ubud, Canggu, and Amed, living and working alongside founders, engineers, and creatives
- • Strengthened remote-first habits, independent execution, and a firsthand sense of distributed teams across cultures and timezones
- • Practiced different types of yoga in Ubud, and learned to slow down through meditation and mindfulness
- • Attended workshops in Canggu on crypto investment, using money to generate wealth, digital-nomad work, and a cross-cultural mindset
Co-Founder & Product Lead
Apr 2025 - Jun 2025
- • Built an AI SaaS platform for no-code conversational AI development at NIC Islamabad
- • Led product architecture, MVP development, and pivot strategy from patient clinic agent to AI-powered marketing agent
- • Participated in structured startup validation and go-to-market strategy
Skills:
ChatGPTConversational AIProduct StrategySaaSMVP Development
Founder Institute
Apr 2025 - Jun 2025
- • Structured curriculum: idea validation, customer discovery, revenue modeling, product development, go-to-market strategy
- • Key modules: Vision & Validation, Customer Development, Revenue & Go-to-Market, Product Development, Growth
- • Conducted customer discovery across verticals; built financial models, pitch decks, landing pages; executed strategic pivots
Skills:
Customer InsightMarket ResearchProduct StrategyGo-to-Market Strategy
AI Engineer
Jul 2023 - Aug 2025
- • Architected HIPAA-compliant infrastructure with end-to-end data traceability and logging for 1,000+ monthly users
- • Designed multi-agent conversational pipelines using Rasa, LangGraph, and RAG with embedded compliance guardrails
- • Built structured logging and monitoring systems to ensure accountability and auditability in a regulated healthcare environment
- • Delivered cloud infrastructure with high availability, achieving 95%+ intent accuracy in production
Skills:
LangGraphRasaRAGHIPAAHealthcare AIKubernetesDockerChatGPT
Chief Strategy Officer
Jul 2023 - Jan 2024
- • Focused on long-term success and growth, developing and overseeing strategic initiatives
- • Ensured the company adopted innovative solutions and enhanced products and services
- • Utilized data, information, and AI to deliver targeted analytics and forecast company growth
Skills:
Strategic PlanningData AnalyticsAI ImplementationTeam Leadership
Founder & Team Lead
Mar 2022 - Oct 2024
- • Led a small AI service organisation, owning client relationships, architecture decisions, and end-to-end project execution
- • Delivered 15+ conversational AI systems across healthcare, finance, retail, and education
- • Designed Rasa-based and LangGraph multi-agent systems with ChatGPT/LLM integrations, RAG, and API orchestration
- • Managed scope, timelines, and quality independently from requirements gathering to production deployment
Skills:
LangGraphRasaChatGPTLLMsKubernetesFastAPIDjango
Conversational AI Consultant (Top Rated)
Aug 2020 - Oct 2024
- • Delivered 25+ AI systems across 8 countries with a 100% success rate
- • Designed and deployed production-grade conversational systems with multilingual NLP pipelines and ChatGPT/LLM integrations
- • Built Spanish chatbot with custom graph sentiment analysis integrated with ChatGPT
- • Created travel agent, Lithuanian multilingual, and German educational chatbots with custom Spacy pipelines
- • Built scalable backend systems using Docker, Kubernetes, APIs, and cloud infrastructure
Skills:
RasaChatGPTDockerKubernetesMultilingual NLPSentiment Analysis
Master of Science in Computer Science
Sep 2021 - Feb 2025
- • Completed Feb 2025
- • Core Courses: Mathematical Methods for Computing, Advanced Algorithm Analysis, Advanced Operating Systems, Advanced Theory of Computation
- • Specialization Courses: Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, Big Data Analytics, Large Language Models
- • Audit Courses: Cloud Computing, Semantic Web
Skills:
Machine LearningDeep LearningNLPComputer VisionBig DataCloud Computing
Data Analyst / React Django Developer
Dec 2021 - Feb 2022
- • Conducted customer behavior analysis for UK brands (IKEA, FootAsylum) to increase sales
- • Analyzed demographics, inventory, and optimal sales timing patterns
- • Developed login, authentication, and user access web application using ReactJS and Django
Skills:
Data AnalysisCustomer BehaviorReactJSDjangoAuthentication
Cloud Native Application Architecture
Jun 2021 - Dec 2021
- • Cloud Native Fundamentals
- • Message Passing
- • Observability
- • Microservices Security
- • CAPSTONE Project: Uda'CityShop
Skills:
Cloud NativeMicroservicesMessage PassingObservabilitySecurity
Data Science Executive
Sep 2020 - Nov 2021
- • Built and scaled conversational AI chatbot serving 10,000+ daily users
- • Designed NLP pipelines in English and Urdu with continuous model improvement
- • Performed text analysis of call center data to identify complaint topics and agent performance
- • Deployed Rasa chatbot with multilingual Spacy NLP models using Docker and Kubernetes
- • Developed speech recognition Deep Learning model with high accuracy metrics
Skills:
RasaNLPDockerKubernetesSpeech RecognitionLDA
Data Scientist (Internship)
Aug 2018 - Apr 2020
- • Conducted exploratory data analysis and built dashboards using semi-structured data
- • Created dashboards with FlashText, Plotly, and Streamlit
- • Prepared psychometric credit scoring analysis with behavioral insights
- • Analyzed transaction failure patterns
Skills:
Data AnalysisFlashTextPlotlyStreamlitCredit Scoring
Physics Subject Specialist
Aug 2018 - Apr 2020
- • Developed educational content for Pakistani school boards
- • Created Physics and Math content for high school and college level
- • Produced 2D and 3D animations using Animatron and Blender
Skills:
PhysicsMathematicsContent CreationAnimationEducation
Bachelor of Science in Physics
Sep 2014 - Aug 2018
- • Minor in Nanotechnology
- • FYP on 2d-Mxene hybrid Thermoelectric Materials
- • GPA: 3.2
Skills:
PhysicsNanotechnologyThermoelectric MaterialsResearch