[REDACTED] Episode 6: The 8-Stage "AI-ification Engine" Behind Every Automation Shipped
An 8-stage method for turning a business process into something an AI agent can run. Plus a new ClickUp "house format" for documenting it, and Taylor's rebuild of Offline's business development system
In this episode, we’ve got something special for you! The 8 Stages of the AI-ification Engine 👀
Episode 6
Redacted is the show that doesn't clean things up before hitting record. This episode is heavier on company-talk than founder-lessons, but the lessons are baked into the build. David walks through the "AI-ification engine" and demos Offline's new ClickUp "house format for documenting it. Then Taylor takes over to show how he rebuilt Offline's dormant business development system from scratch (again… this time, he promises he won’t rebuild it again).
What We Cover
The 8-stage AI-ification engine: David introduced a repeatable eight-stage framework for turning any proven business process into one an AI agent can execute, covering process mapping, context mapping, input/output collection, agent impersonation, architecture spikes, deployment, iterative improvement, and ongoing evaluation.
“This is like HR for AI”: David framed AI implementation as the equivalent of hiring and onboarding an employee, where process mapping defines the role, context mapping provisions access, input/output collection serves as training, and the iterative loop mirrors riding shotgun with a new hire through their first real tasks.
The “house format”: Offline standardized process documentation across the company by replacing individually written SOPs with a consistent ClickUp table that captures the step, actor (human, AI, or hybrid), notes, and the LLM access required for each task.
Killing the proxy database: Taylor eliminated its synced HubSpot proxy database from an earlier episode, opting instead to call the HubSpot API directly with a whitelist of only the fields Claude actually needs, avoiding the overhead of loading 200+ mostly empty fields per company record.
An internal skills marketplace: Offline built an internal library of Claude plugins that automatically syncs to every employee’s computer, making new AI capabilities instantly available across the organization without manual installation or updates.
55 contacts, one Claude chat: David rebuilt his business development system by having Claude reconstruct a network of 55 relationships, including companies like Eater and Vox, from old notes and email history after the original manual tracking system had fallen apart.
Narrative arc as missing context: Taylor discovered his AI-generated outreach improved dramatically only after providing complete relationship histories for each company, giving the agent years of email and text conversations needed to understand the narrative behind every relationship.
Adding a new target in one sentence: David expanded his business development pipeline by simply asking Claude to add Dorsia, a reservations startup, after which the agent immediately produced a comprehensive research brief despite having no prior relationship history.
The unsolved problem: Both hosts acknowledged that they still lack a reliable way to evaluate and monitor dozens of AI-driven workflows simultaneously when those processes are distributed across different infrastructure, from Cloudflare deployments to one-off local automations.
What it takes to be a guest: David said Redacted is actively looking for outside builders, describing the ideal guest as the person in every meeting who instinctively says, “Let me share my screen,” because they’re consistently building and demonstrating real systems.
It’s best viewed on YouTube to fully see the examples (make sure to subscribe!)
But also available on all audio podcast players through Tweener Talks!
PLUS we have a new spot for show notes and files discussed in the episode. Check cit out: https://github.com/instanttaylor/redacted-podcast
We need your [Redacted] AI experiences for upcoming episodes! Who’s the most underrated AI builder you know? Someone running real systems inside a real business? Send us a message at contact@tweenerfund.com because we want to get them on the show!
What’s Next?
New episodes drop twice a month/every other Wednesday. If you want to be on the show as a guest and show your [REDACTED] builds, email us here.