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K

BENCH+ PROFILE

Kumar

AI Product / Transformation Lead
B2B AI transformation, agentic workflow products, RAG-based business support systems, and enterprise process automation

B2B AI and product leader suited to turning enterprise workflow problems into AI-enabled product roadmaps, implementation plans, and production-oriented automation systems.

BEST-FIT USE CASE

Leading AI discovery and transformation initiatives for B2B organizations, defining practical use cases, coordinating product and engineering delivery, and shaping RAG, conversational automation, document intelligence, and agentic workflow solutions.

Not the primary fit: Pure hands-on software engineering roles, narrowly scoped model research roles, or positions centered mainly on QA, security operations, database administration, or infrastructure ownership.

EVIDENCE HIGHLIGHTS

What supports the assessment

01

Set up an AI advisory and implementation practice for a systems-integration environment, including maturity audits, use-case portfolios, roadmaps, training offerings, and implementation proposals for industrial B2B workflows.

02

Developed a RAG-based business-support platform using verified business data before response generation, with conversational support, lead qualification, and reduced hallucination risk as target outcomes.

03

Identified and developed AI use cases around tender response automation, conversational agents, and document intelligence pipelines.

04

Architected production AI and data pipelines integrating LLM agents, OCR, third-party APIs, relational data models, content systems, web services, secure secrets handling, and cloud deployment.

05

Led an agentic AI workflow product for recruitment and talent assessment from concept through commercial launch, including roadmap, MVP, product discovery, AI stack definition, and workflow integrations.

06

Led seller operations automation involving support ticketing, ETL, business intelligence dashboards, and integrations between marketplace operations tools.

07

Led B2B distribution product development involving API feeds, channel-manager capabilities, booking-engine integrations, requirements discovery, PRD/BRD creation, and automated reporting.

08

Managed mobile and SDK-based loyalty product lifecycle activities including user research, journeys, wireframes, transaction flows, campaign logic, reporting, and feedback loops.

WORKING STYLE

How they show up

  • Works across business and technical stakeholders to translate operational workflows into product requirements and implementation priorities.
  • Uses structured discovery, maturity assessment, roadmap creation, and stakeholder workshops in AI transformation settings.
  • Has operated in cross-functional delivery environments involving product, engineering, data, DevOps, sales, marketing, and operations.
  • Applies agile product delivery practices, sprint planning, prioritization, and recurring release cycles in product-led teams.