Future-proof
frameworks

Four rules for working with AI.
InventoryHero.ai
1
Titans dinner · Accelerate 2026

Thank you to our sponsors.

Titan Network
Titan Network
InventoryHero
Inventory Hero
GoFlow
GoFlow
Cabilly & Co.
Cabilly & Co.
Reacher
Reacher
Reacher
Bullseye Sellers
Bullseye Sellers
InventoryHero.ai
2
About me

Andrew Erickson.

Andrew Erickson
  • 2010Applied math and engineering degree.
  • 2015Started selling on Etsy and Amazon.
  • 3xFounder of three 7-figure Amazon brands, two exits.
  • 2025Titan AI WorkParty Leader.
  • 2026First-place Grand Prize, Kevin King's Billion Dollar Seller Summit AI Conference.
  • NowCo-founder of Inventory Hero.
InventoryHero.ai
3
The problem
2months
The shelf life of an AI tactic.
You need a framework with a longer half-life.
InventoryHero.ai
4
Best AI for business book
Co-Intelligence: Living and Working with AI, by Ethan Mollick

Ethan Mollick

Wharton School, University of Pennsylvania.
Co-author of the 758-consultant study.
InventoryHero.ai
5

The framework.

1
Always invite AI to the table
2
Be the human in the loop
3
Treat AI like a person, but tell it what kind
4
Assume this is the worst AI you will ever use
InventoryHero.ai
6

1Always invite AI to the table

You are not testing the AI. You are mapping the edge.
Product development
Not yet.
Legal
Getting there, but you still need a lawyer.
Listing images
Yes!
Inventory management
With the right set up!
PPC
With the right set up.
Social media
Getting there.
InventoryHero.ai
7

2Be the human in the loop

Two ways to work with AI. One seam, or none.
A centaur: human above, horse below, divided at a single clean seam
Centaur
You strategize, AI drafts. One clean seam.
A cyborg walking: human and machine blended in a gradient with no seam at all
Cyborg
You and the AI trade constantly. No seam at all.
InventoryHero.ai
8
Centaur

Half human, half horse. One clean seam.

You split the work, hand off whole tasks, then check what comes back.
A centaur: human above, horse below, divided at a single clean seam
In your business
You pick the SKUs and the reorder date. AI drafts the PO and the supplier email. You approve it.
InventoryHero.ai
9
Cyborg

Human and machine. No seam at all.

You trade the work back and forth, line by line.
A cyborg walking: human and machine blended in a gradient with no seam at all
In your business
You write a bullet. AI tightens it. You push back on a claim. It tries again. Nobody can say who wrote the final line.
InventoryHero.ai
10
Adapted from Dan Martell

The 10-80-10 rule.

You own the ends. AI does the middle.
10%
80%
10%
10% · You
Set the goal.
Context, constraints, and what good looks like.
80% · AI
Do the work.
Research, first drafts, analysis. The heavy lifting.
10% · You
Review and ship.
Check it, fix it, own the result.
InventoryHero.ai
11

3Treat AI like a person,
but tell it what kind

Generic prompt, generic output.
InventoryHero.ai
12

The 5 working personas of AI.

Assign a role to unlock sharper thinking.
The Creative
Drafts and listing images
Breaks the blank page
The Coworker
Scaffolds first-draft execution
High speed, needs review
The Critic
Stress-tests hidden blind spots
Red-teams your assumptions
The Tutor
Socratic, on-demand upskilling
Explains step by step
The Coach
Metacognition and reflection
Forces you to think
Without a persona, AI defaults to polite, agreeable mediocrity. Give it a role, and you give it permission to specialize and challenge you.
InventoryHero.ai
13

4Assume this is the worst AI you will ever use

Today is the worst it will ever be.
Cheaper.
Today's price is the highest you will pay.
Faster.
Today's speed is the slowest you will see.
Easier to use.
Today's learning curve is the steepest it will be.
InventoryHero.ai
14
METR, task-completion time horizon

Growing faster than predicted.

1 sec 1 min 1 hour 1 workday 1 work week 2019 2020 2021 2022 2023 2024 2025 2026 2027 GPT-2 GPT-3 GPT-3.5 GPT-4 Old trend: doubles every 8 months above 16 hrs, too long to measure reliably GPT-5 Claude Opus 4.6 Mythos* Since 2023: doubles every 4 months 10x aheadof the trend Software tasks AI finishes 50% of the time, by human time. Log scale. METR Time Horizon 1.1, redrawn. *Early preview.
InventoryHero.ai
15

Future-proof frameworks.

1
Always invite AI to the table
2
Be the human in the loop
3
Treat AI like a person, but tell it what kind
4
Assume this is the worst AI you will ever use
QR code to inventoryhero.ai/audit
I will personally audit your whole AI system, for you and your team, plus your supply chain. Normally $750. Free for this room.
inventoryhero.ai/audit