Real Builds

Systems We've Built, Not Templates

Explore real systems we have shipped across operations, sales, data, and custom AI. Each is a working build designed to run a real business with less manual effort, mapped to the way we work: ERPs, CRMs, data pipelines, automation, and custom AI products.

Operations Overview

1,284

Community platform2m ago

Member approved and granted access

Trial upgraded to annual plan

4 contacts reconciled across systems

AI-Powered ERPsOnline Membership Business

4 systems unified

One live operations brain

Membership Operations Backbone

A unified operations layer that combines approvals, the customer lifecycle, and reconciliation into one system that always knows the live state of every applicant and customer across the community, payments, CRM, and records platforms.

Python (FastAPI)PostgresStripe APIWebhooks

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Identity verified Community fit Low spam

Identity verified Community fit Low spam

Routed to manual review

AI-Powered CRMsCreator Education

Auto-qualified

Humans only when unsure

Lead Qualification & Lifecycle Engine

An approval pipeline that qualifies inbound members using profile research, a photo-based identity check, an AI fit classifier, and a spam score, routing only uncertain cases to a human. It also runs the full lifecycle from free trial to monthly to annual, detects churn, and grants access automatically on every tier change.

PythonLLM ClassifierStripe APIWebhooks

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Last run completed0 errors · 38s ago

Data PipelinesMembership Business

5-min sync

Always-fresh data

Real-Time Data Sync & Reconciliation

A set of pipelines that keep every platform in agreement: pulling fresh pending memberships on a five-minute cadence, reconciling customer tags across the CRM and community, and syncing daily KPIs into a reporting spreadsheet and dashboard from a single source of truth.

PythonPostgresScheduled JobsREST APIs

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Review Queue

New member request

Recommended: approve · 96% confidence

approved

Ran automatically

Grant community access0.4s

Update CRM contact0.6s

Post welcome announcement0.9s

Write audit log entry1.0s

5 legacy automations replaced safe by default

Workflow AutomationOnline Community

5 tools replaced

One-click execution

One-Click Operations Automation

A review-first automation layer where every AI decision goes to a reviewer, and a single click runs the entire downstream chain: granting access, updating the contact record, posting the announcement, and writing an audit trail. It retired several legacy no-code workflows and added scheduled batches and automatic payment-link refreshes, with a kill-switch that sends every decline to a human until the system earns trust.

Python (FastAPI)WebhooksCronReact

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AI Studio

Voice AVoice BVoice C

Most people quit right before the breakthrough. This week, do one rep more than yesterday. Boring consistency is what compounds. Who is in?

Drafted from your knowledge baseedit · publish

Identity verification

Custom AI ProductsCreator Education

3 voice agents

Built on a custom corpus

AI Content & Verification Suite

A set of bespoke AI products: voice agents that write community posts in distinct brand personas by retrieving from a curated knowledge base, identity verifiers that judge community fit against specific criteria, reporting dashboards with manual override flows, and graceful degradation that keeps the product usable when external AI services fail.

PythonClaude SDKRetrieval (RAG)React

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