Role Summary
• Customer-facing technical owner for opportunities and implementations.
• Convert media, data and AI problems into secure, scalable and production-ready solutions.
• Own architecture from discovery and pilot through engineering, deployment and handover.

Key Responsibilities
• Lead discovery with customer business, product, data, AI, security and engineering teams.
• Define use cases, target workflows, architecture, integrations, data flows, non-functional requirements and roadmaps.
• Preserve a reusable, model-agnostic core while allowing controlled customer configuration.
• Assess data readiness, model fit, integration effort, cost, assumptions and delivery risks.
• Support proposals and SOWs, and remain accountable through architecture reviews and production sign-off.

AI, Platform & Cloud Architecture
• Apply deep knowledge of video/multimodal AI, computer vision, speech AI, LLMs, embeddings, vector search, reranking, RAG, recommendations and agentic workflows.
• Turn model outputs into reliable decisions using metadata, ontology, business rules,



confidence thresholds, ranking, temporal logic, human review and feedback.
• Define model evaluation across accuracy, precision, recall, relevance, temporal grounding, latency, throughput, explainability and cost.
• Design AI pipelines for ingestion, preprocessing, retrieval, inference, validation, feedback and continuous evaluation.
• Architect APIs, microservices, event-driven services, workflow engines, vector databases, model serving and enterprise integrations.
• Integrate with MAM/DAM, CMS, media supply chain, data platforms, OTT/player, AdTech, localization and observability systems.
• Define Hyperscaler deployment, Kubernetes/container patterns, security, resilience, observability, DR and cost controls.
• Shape MLOps for model/prompt versioning, deployment, monitoring, drift detection, rollback, lineage and cost tracking.

Hands-On & Collaboration
• Create or review prototypes, APIs, notebooks, mod

📌 Solution Architect, AI Platform (Mumbai)
🏢 Sumcircle Technologies Private
📍 Mumbai