Bench+BENCH+ PROFILE
Hands-on AI product and solution lead with a product analytics background, combining roadmap ownership, AI architecture, implementation oversight, and production delivery for speech-analytics and post-call analytics systems.
BEST-FIT USE CASE
Not the primary fit: Less aligned with roles focused only on pure model research, mobile development, frontend-only implementation, or infrastructure-only platform ownership.
EVIDENCE HIGHLIGHTS
Owned roadmap, acceptance criteria, UI/UX prototypes, product-market fit validation, and client onboarding for a production speech-analytics platform.
Designed end-to-end AI solution architecture covering agent orchestration, retrieval, data architecture, asynchronous workflows, and service integration.
Built evaluation and guardrail workflows using PII stripping, LLM-as-judge hallucination scoring, and latency tracking before release decisions.
Benchmarked embedding and chunking approaches against a curated evaluation dataset, tracking retrieval quality and latency.
Evaluated and integrated multiple ASR engines for a speech-to-text call-processing layer.
Designed and optimized Python ETL pipelines across SQL and NoSQL databases for large post-call analytics datasets.
Built and scaled BI and NLP analytics capabilities, including tokenization, lemmatization, and dashboard integration.
Earlier analytics work covered funnel analysis, customer segmentation, purchase-pattern analysis, insight frameworks, and reporting automation.