Multimodal AI
Turned PDF/photo-based checklist inputs into structured digital workflows.
Ayesha Syed
Senior Product Manager with 8 years in enterprise SaaS, compliance workflows, audit, inspections, corrective action systems, and GenAI automation.
Why I build for regulated enterprise teams
A quick intro to my product approach.
What I bring to AI SaaS
Turned PDF/photo-based checklist inputs into structured digital workflows.
Designed citation-backed document Q&A patterns for compliance-heavy users.
Explored AI assistants that detect gaps, recommend actions, and keep humans in control.
PRDs, wireframes, roadmap prioritization, UAT, sprint delivery, stakeholder alignment.
Where I fit
AI features inside complex workflows, with eval, rollout, and adoption owned end-to-end.
Audit, regulatory, inspection, and CAPA workflows for regulated multi-tenant platforms.
OCR, RAG, agents, and pipelines wired into real enterprise systems.
Configuration consoles, multi-tenant admin, evals, and observability for AI in production.
How I work
I don't just talk about AI. I turn AI capabilities into usable, measurable, governed product experiences with the artifacts to back it up.
Problem, user, goals, non-goals, metrics, and risk explicit on page one.
Per-dimension rubrics with good/bad answers and scoring methods.
What blocks release: confidence, citations, refusal behavior, audit logging.
System prompts, retrieval contracts, refusal patterns, and tool boundaries.
Where the human verifies, what they can override, and how it's logged.
End-to-end flow from input to action, with hand-offs and failure modes.
Eval pass, tenant scoping, observability, rollback, and comms plan.
Adoption, acceptance, rework, escalations, and audit-impact metrics.
Career snapshot
M.S. MIS at UB in Generative & Agentic AI. Building grounded compliance assistants and targeting senior AI/PM roles.
Senior PM leading GenAI delivery embedded in compliance, audit, and inspection workflows.
Owned audit, inspection, and CAPA modules for Fortune 500 EHS programs.
Lived inside Fortune 500 EHS workflows. Translated messy field reality into product requirements.