Capital Systems: Engineering Out the Manual Work

Real systems built for B2B teams where operations break at scale.
These are not experiments or one-off automations.

Internal systems designed to eliminate repetitive work, reduce latency across operations, and prevent revenue loss caused by broken workflows.

TRUSTED ACROSS MODERN STACKS

OPENAI
STRIPE
HUBSPOT
VERCEL
CLERK
Live System

Turn API Docs Into Answers in Seconds

Gemini 2.5 Flash Lite • Supabase pgvector • Node.js • SSE Streaming
Production Demo

Context

Built for teams working with large, messy API documentation where finding answers slows down implementation.

The Problem

  • Engineers manually search through docs
  • Answers take 30 - 60 seconds to find
  • Responses are inconsistent depending on who looks

What Was Built

A system that ingests raw API documentation, returns structured, implementation-ready answers, and streams responses instantly.

45s → 7.5s full response time
<500ms time to first token
Consistent, usable answers instead of raw search results
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Capital System

Marketplace Search That Doesn’t Break Under Real Usage

Next.js • Supabase • pgvector • Azure OpenAI • Clerk
Architecture + Pilot (Production-Ready)

Context

Built for a national marketplace where search performance directly impacts transactions and revenue.

The Problem

  • Location-based queries failing
  • Poor vendor matching
  • Slow results under real user load
  • Messy, inconsistent marketplace data

Every failed search = lost revenue.

What Was Built

  • A search system that combines semantic + structured search, handles complex queries without slowing down.
  • Data cleaning and structuring pipeline for messy marketplace data.
  • Secure multi-tenant identity and session management using Clerk to handle vendor/user permissions.
Accurate results for complex queries
Fast response times under load
Data becomes usable instead of chaotic

Validated on real production data • Proven reliable in pilot under live conditions • Reusable system architecture for future marketplaces

Note: Product was shelved. System remains production-ready.

👉 View Architecture Deep Dive

Core Systems Architecture

Battle-tested architectures engineered to eliminate specific operational bottlenecks and prevent revenue loss.

Automated Lead Routing

No More Spreadsheet Triage

Leads manually sorted in spreadsheets/CRM. Slow routing → lost opportunities.

→ 90% reduction in routing time
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Invoice & Billing Automation

Eliminate Copy-Paste Work

Manual syncing between CRM and billing. Missed invoices and tracking gaps.

→ 40 hours/week of manual work eliminated
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Customer Support Intelligence

Answers in Seconds

3-5 minutes spent searching per ticket. Inconsistent responses across team.

→ 3 - 5 minutes saved per ticket
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Field Data → CRM

Fully Automated Ingestion

Field teams sending photos, invoices, messages. Manual data entry into CRM with high error rates.

→ 100% of manual data entry eliminated
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What These Systems Actually Do

They don’t just “automate tasks.” They remove entire categories of manual work, make internal data usable, improve speed across the business, and compound in value over time.

Want This Applied to Your Operations?

Get a clear breakdown of where your team is losing time, what system would fix it, and what the impact is in hours and dollars.

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