Data Enrichment API
Product catalogs were missing key attributes across millions of SKUs. Manual cleanup didn't scale.
PythonBing Search APIChatGPTFastAPIAWS
impact: Auto-populated attributes across millions of SKUs
// projects
Things I've shipped.
A handful of production systems — the ones I'm allowed to talk about.
LLM Business Profiling Platform
Sales and ops needed sub-second similarity search over enterprise accounts and unstructured business data.
LLMsMilvusTritonKubernetesPython
impact: Production vector search serving the org
Custom NER on Triton
Brittle regex-based extraction was failing on long-tail entity formats. Needed a learned, deployable solution.
PyTorchTritonspaCyKubernetes
impact: Replaced rules with a deployed transformer NER
Entity Search Platform
Multiple legacy entity-resolution systems were duplicating spend and producing inconsistent matches.
ElasticsearchSparkPythonAWS
impact: $3M annual operational savings
Spark Rules Engine
7B+ medical billing records had to be evaluated against a complex, evolving rule set on a recurring schedule.
SparkScalaAirflowS3
impact: 7B+ records processed reliably
Snowflake RBAC System
No standard for roles, masking, or sharing meant every team rebuilt access control — badly.
SnowflakeTerraformDBTPython
impact: Adopted as the company-wide standard