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Kunal Singh

AI-first Product Manager with 4 years of experience building and scaling enterprise-grade digital platforms at Xtelify (Airtel Digital). I design intelligent systems at the intersection of automation, workflow orchestration, and AI-assisted decisioning - delivering measurable business outcomes at national scale. Impact delivered: ₹630M+ quarterly cost savings, ₹100M+ monthly recurring revenue growth, CSAT uplift from 3.9 to 4.7, Adoption across 12L+ retail outlets. Experienced in shipping multi-system integrations, low-code platforms, and AI-enabled routing engines that reduce operational friction and improve service quality.

PROFESSIONAL EXPERIENCE

Product Manager

Xtelify (Formerly Airtel Digital)

Own end-to-end product strategy for AI-driven decision systems, workflow orchestration, and intelligent service routing across national-scale operations.

 

AI & Platform Initiatives:

 

• Built SMART SR, an LLM-powered routing engine with structured input/output validation, confidence-calibrated decisioning, and fallback orchestration → eliminated 160K+ monthly support calls and reduced 80K+ field visits

• Designed and scaled Workflow Designer, a low-code orchestration platform enabling deterministic execution of AI-assisted workflows across 4+ business lines → reduced IT dependency by 40%

• Architected AI-assisted acquisition systems for AirFiber using scoring, prioritisation, and decision pipelines → drove 40% conversion uplift and ₹100M+ MRR growth

• Established evaluation and governance frameworks across AI systems (system vs model vs business metrics), improving delivery predictability by 25% across 30+ engineers

 

Business Outcomes:

• Enabled ₹50Cr+ multi-year enterprise deals through scalable platform delivery and roadmap ownership

• Scaled intelligent routing and decision systems across 12L+ outlets → 30% conversion improvement and 9% revenue growth

• Built real-time trip safety decision system combining rule-based + AI-assisted logic → 51% incident reduction and 65% fatality drop

• Developed executive dashboards tracking ROI, system performance, and adoption across AI-driven workflows

Assistant Manager - Product

Xtelify (Formerly Airtel Digital)

• Rolled out Dynamic Slot Allocation (DSA) platform optimising field workforce allocation → ₹630M quarterly savings and 15% SLA improvement

• Modernized digital payment journeys (DTH, Broadband, AirFiber) → +12 NPS uplift

• Launched acquisition platform for 9,000+ DTH operators → ₹700M incremental revenue

• Introduced cross-pod dependency governance → 20% faster time-to-market

Analyst - Product Systems & Analytics

Xtelify (Formerly Airtel Digital)

• Conducted field research with 200+ engineers to design workforce optimisation platform

• Simplified installation workflows enabling one-day activation → +9% retention

• Built churn, NPS, and revenue dashboards supporting product decision-making

AI Product Strategy • LLM Systems & Integrations (OpenAI, Mistral, Claude) • Prompt Engineering • RAG Systems • AI Workflow Orchestration • Deterministic Decision Systems • Structured Outputs & Validation • Confidence Thresholding • Retry & Fallback Logic • Human-in-the-loop Systems • Evaluation Frameworks (Model vs System vs Business Metrics) • Intelligent Routing Systems • Platform Architecture • 0–1 Product Execution • Experimentation • Roadmapping • Stakeholder Management • Agile Delivery • System Design • API & Event-driven Integrations • SQL • Python • Tableau • Power BI • KPI Modelling • A/B Testing
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