Automated Document Classification

A classification pipeline that reads incoming documents, clears routine cases automatically, and routes exceptions to a reviewer with the context attached.

Home | Services | Strategy | Studio | About | Notes | Team Concentric Lab: AI Systems for Customer and Revenue TeamsManual work, handled by AI. Concentric Lab is an independent consulting and software firm. I ship custom AI systems that replace manual operations, inside your stack, at a fixed fee, and you own the code.ServicesStrategyEmbedded execution with defined scope and timeline. Product strategy, workflow automation, and AI-native tooling. Typical engagement: 8-16 weeks.StudioEnd-to-end product design, development, and deployment. Web applications, internal tools, and data systems. Each designed to operate independently.Frameworks

Revenue Architecture Framework, Four-layer commercial operating system: Foundation, Intelligence, Orchestration, Execution.

Agentic Customer Success Framework, Autonomous retention and expansion architecture for managed services portfolios.

AI Implementation Framework, Five-phase deployment model: Assessment, Architecture, Build, Integrate, Operate.

GTM Architecture Framework, Three-layer go-to-market model: Signal, Motion, Measurement.

Case Studies

Consumption-Based GTM Realignment, Restructuring commercial operations for usage-based pricing.

Automated Document Classification, A classification pipeline that clears routine cases automatically and routes exceptions to a reviewer.

AI Studio Buildout, Standing up an internal AI studio and shipping production systems.

Notes

Why AI Pilots Fail: The Missing Architecture Layer (April 12, 2026)

Build vs. Buy: When Custom Software Is the Only Option (April 10, 2026)

The Execution Gap: Why Strategy Decks Do Not Ship (April 8, 2026)

Revenue Operations vs. Revenue Architecture (April 5, 2026)

What an AI Studio Actually Costs to Build (April 3, 2026)

Consumption-Based Pricing: The Finance Team's Nightmare (March 29, 2026)

The CRM Migration Nobody Wants to Do (March 22, 2026)

From Consulting IP to Software Product (March 20, 2026)

The Revenue Architecture Framework: Four Layers That Compound (April 14, 2026)

The End of Linear Cost Curves (April 7, 2026)

The CRM Is a Revenue Architecture Problem (March 31, 2026)

Agentic Velocity: The 1.3 Million Line Moat (March 24, 2026)

Software as the Service: Engineering Out Human Dependency (March 17, 2026)

Integrity Is the New Feature: The Fortress GTM Architecture (March 10, 2026)

The AI Agency Is a Repo Now (February 24, 2026)

Automating Onboarding: Classifying Applications Without a Review Queue (February 17, 2026)

Agentic Workflows: When Software Runs the Meeting (February 10, 2026)

Scaling Managed Services Without Scaling the Team (February 3, 2026)

The Usage Ledger: Metering as a Revenue Primitive (January 27, 2026)

Consumption-Based GTM (January 13, 2026)

The Agentic CS Team (January 6, 2026)

NRR Is an Architecture Problem (December 30, 2025)

The Commoditization of Code (December 23, 2025)

The End of Loud-and-Fast GTM (December 16, 2025)

The Deal Desk Algorithm (December 9, 2025)

The Dedicated Team Blueprint (December 2, 2025)

Your CRM Needs an Architect (November 25, 2025)

The Maker Executive (November 18, 2025)

Consulting Firm vs. Dev Shop vs. Fractional CTO: Which One Ships (March 15, 2026)

When to Hire a Revenue Architect (March 8, 2026)

The True Cost of Manual Operations (February 25, 2026)

Topics

Revenue Architecture, Systems that compound revenue without proportional headcount growth.

Agentic Automation, Autonomous decision systems that replace manual coordination.

GTM Strategy, Go-to-market as architecture, not playbook.

TeamJonathan Saunders, Founder and principal. Revenue architecture, GTM strategy, AI product development.

Full company profile (text)

Sitemap