Logan Lincoln

Senior AI Product Builder

I don't deal in hype.
I operationalise AI.

Hands-on product builder with nine years in regulated B2B SaaS and current full-stack AI engineering depth. I turn product judgment into shipped AI systems: LLM orchestration, voice agents, evals, billing, mobile and production infrastructure.

Open to opportunities|Remote-first + capital-city hybrid by opportunity

View my workGet in touch

8

Enterprise Products

50+

AI Capabilities

130+

Product Screens

9+

Years Enterprise SaaS

2

Reference Builds

Latest writing

Notes on AI products, systems, and the work of shipping them.

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AI Strategy & Building10 July 202615 min read

AI-Native Organisations Rebuild the Work

AI-native organisations rebuild context, tools, review loops and leadership cadence around AI. Chatbot access is not transformation.

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AI Strategy & BuildingDeep dive

Platform Engineering Is Becoming Agent Operations

Agentic AI changes developer experience: platform engineering now owns context, guardrails, telemetry, evals, and agent-ready golden paths.

7 July12 min read
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AI Product BuildingDeep dive

AI Search Is a Product Architecture, Not a Search Feature

AI search is hybrid retrieval, grounded answers, evidence UX, and action. Build the answer contract before choosing vendors.

19 June17 min read
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AI Product BuildingDeep dive

Agent-Ready Platforms Will Beat Browser-Only SaaS

An agent-ready platform works for humans and browser agents: stable actions, permissions, observability, and UX that survives automation.

7 June22 min read
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Handbook

Product Management in the AI Era

An opinionated guide to building products that matter. 18 chapters covering principles, process, AI architecture, and competencies.

Product Principles

The mental models that shape how high-performing product teams think, operate, and make decisions.

6 chapters

Product Lifecycle & Process

The operational playbook from discovery through delivery, launch, and continuous optimisation.

8 chapters

AI Product Architecture & Operations

The AI-specific technical decisions that separate production AI products from prototypes.

5 chapters

Roles, Competencies & Organisation

The product builder role, competency model, and team design for the AI era.

7 chapters
Read the handbook

Let's talk.

I'm actively exploring senior AI product builder and hands-on product roles with remote-first teams, and capital-city hybrid opportunities where the fit is strong. I'm looking for teams where shipping real AI systems matters more than managing from a distance.

Get in touch