Profile
Balbir operates where complex products need both strategic framing and execution discipline, especially in search, catalog, data, and AI-heavy environments.
Positioning
Balbir works where operational complexity, data quality, and product expectations collide. His edge is building clarity: what matters, what to sequence, and what the system should optimize for.
Operating style
Comfortable with ambiguity, close to architecture, and focused on turning cross-functional work into momentum instead of meetings.
Where the leverage comes from
Method
A repeatable way of moving from operating friction to system design to delivery momentum.
01
Find where data breaks, where users lose confidence, and where teams are compensating manually.
02
Define the structure, signals, and product logic required to make the system meaningfully smarter.
03
Translate strategy into a delivery rhythm teams can actually execute without losing sight of outcomes.
Experience
Roles across product, R&D, and data strategy that shape a practical approach to AI and platform work.
Current
Raptor Supplies Limited
Driving the strategy for catalog intelligence, search quality, and AI-enabled decision systems across the MRO domain.
Previously
Product and platform teams
Led experimentation, product discovery, and technical execution across data-heavy initiatives with cross-functional teams.
Earlier
Data-driven software initiatives
Owned delivery for internal platforms, automation programs, and customer-facing capabilities with clear outcome tracking.
Strengths
A blend of strategic framing, product judgment, and hands-on execution depth.
Capability map
Frames relevance, taxonomy, and data quality as one operating problem instead of disconnected tickets.
Comfortable moving between strategy, product shape, delivery structure, and the technical tradeoffs underneath.
Best in environments where the product is messy, the data is uneven, and the path to improvement is not obvious.
Contact
Open to leadership conversations, advisory work, and high-context product problems.
Contact
Best for leadership roles, advisory opportunities, or product and data problems that need both strategic clarity and execution depth.
Leadership roles · advisory work · search, data, AI, and execution systems
A short note with the problem space, team context, and what needs untangling.