Projects

/ Impact-driven launches

01
2022 - Present

Content Studio

A scalable, auditable content platform that centralizes regulatory knowledge, automates repetitive work with safe ML, and publishes validated content to downstream systems via a reusable API layer.

Key Benefits

  • Single source of truth Canonical information model and centralized hub for all content.
  • Faster, safer publishing Structured authoring, integrated validation and release-readiness gates.
  • Automate the busywork Human-in-the-loop ML for extraction, tagging and rule suggestions.

For: Content researchers, tax & compliance teams, engineers, and audit/risk teams.

Reduce time-to-publishReduce publishing defectsScale onboarding across many jurisdictions and new domains
0-to-1 PlatformSingle Source of Truth
02
2024

Rate Extraction AI

AI-assisted extraction of regulatory notices into verified, publish-ready Sales & Use tax rates — fast, auditable, and designed for human-in-the-loop verification.

Key Benefits

  • Extract at speed Convert complex notice tables into structured rate objects in seconds.
  • Human-verified automation Item-level confidence scores, thumbs-up/down resolution, and safe auto-resolve for high-confidence cases.
  • Publish with confidence Integrated testing, audit trails and API-first publishing to downstream systems.

For: Content researchers, tax & compliance teams, product engineers, and QA/governance teams.

~50% reduced review time~30% less post-publish reworkScale across jurisdictions
Gen-AI Product~50% faster reviews
03
2023 - Present

Spam Classifier & LLM Judge

A high-precision spam classifier, phased onboarding and an LLM Judge — reducing visible noise by ~30-40% and giving researchers transparent filters and safe automation.

Key Benefits

  • Cut noise Automatically hide ~30-40% of irrelevant notices so researchers focus on high-value items.
  • Control & discoverability Double range slider and retention rules let teams view, recover or audit hidden items.
  • Safe automation Auto-complete unassigned 100% irrelevant items after 2 days; keep records for 30 days before clearance.

For: Content Researchers

Reduce triage workloadFaster content discoveryAuditable automation
AI/ML Product~30-40% noise reduction
04
2025

Document Translation AI

One-click Gen-AI translation of regulatory documents inside the content platform — translates PDFs and other formats, highlights VAT-relevant sections, and persists translated artifacts for audit and reuse.

Key Benefits

  • Preserve context & scale Translate documents of any length with chunking and markdown fallbacks.
  • Integrated & persistent Translations attach to findings, persist across users, and are downloadable.
  • Actionable output Automatic highlights and interactive queries surface VAT-relevant changes for quick review.

For: International VAT researchers, EMEA returns teams, and compliance analysts.

Replace manual translation workflowsPreserve audit trailsSupport 300+ page documents
Gen-AI Product1,200+ docs/year automated
05
Dec 2025 - Present

Content Studio Copilot

An intelligent assistant built into Content Studio that converts natural language into complex system actions — find jurisdictions, pre-fill forms, draft research notes and catch mistakes — all from a single conversational workspace.

Key Benefits

  • Find faster Natural-language filters and deep links cut time-to-locate by ~40%.
  • Work smarter Smart pre-fill and draft creation reduce repetitive entry and form errors.
  • Stay safe Impact analysis, duplicate detection and human approval gates prevent compliance gaps.

For: Content researchers, tax & compliance teams, product engineers, and managers who need fast, accurate access and safer content curation.

~40% faster discoveryReduced form errorsAudited actions
Agentic AI~40% faster discovery
06
2016 - 2020

Court Direct Platform

Owned Court Direct™ fulfillment platform at Sterling Check. Achieved $2M+ in annual cost savings through automated content sourcing.

SaaS Automation$2M+ annual savings