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AGENTIC GTM: REALIZING REVENUE · MARCH 2026

Scaling
GTM
with AI

5 Real Examples from Manual Workflows to Autonomous Execution
YOU'LL LEAVE WITH
5 plays to implement Monday / A starter toolkit of repos / A live demo of autonomous execution
Gil Allouche
Gil Allouche
Founder & CEO, Metadata.io
Software Engineer · 4 Patents · Category Creators Podcast Host
THE MOMENT WE'RE IN

AI didn't replace marketers.
It gave one marketer
the output of ten.

83%
revenue increase
75%
faster launches
10x
content output
51%
better conversion
YOU Ads SEO Email Copy Data Social ABM Reports Landing Nurture
YOUR JOURNEY TODAY

5 plays. Real examples. Actionable resources.

01 PLAYS 5 proven plays companies using AI to 10x GTM 02 TOOLS Exact tools & repos to get started this week 03 LIMITS Honest limitations where AI breaks 04 M-ONE MetadataONE the real numbers
PLAY 01

Anthropic's One-Person
Marketing Army

30 min
per ad creation
30 sec
with Claude Code

Austin Lau had to Google how to open a terminal.
He now runs Anthropic's entire marketing stack — solo.

Ad Creative Plugin — built in 45 min
Try Claude
Get Started
AI for Teams
Learn More
Enterprise AI
Contact Us
Build with AI
Start Free
4 variants generated from scratch — zero design experience
▦ headlines_export.csv
HeadlineDescriptionStatus
Try Claude Code TodayBuild 10x faster with AI✓
AI-Powered MarketingOne marketer, full output✓
Ship Campaigns in HoursNo dev team required✓
Scale Your GTM StackFrom manual to autonomous✓
Enterprise AI PlatformSecurity meets speed✓
15 headlines × 4 descriptions — CSV ready for Google Ads
“You don’t need to know how to code. All you need to know is how to explain your challenge in a very clear, concise manner.”— Austin Lau, Growth Marketing, Anthropic
PLAY 02

SaaStr's Agent-Powered GTM

$1M+
in revenue from AI agents — first 100 days
3
humans
+
20
AI agents
=
8-fig
revenue
15,000+messages handled autonomously
5-7%response rate (vs 2-4% industry)
24/7coverage — agents don’t sleep, take PTO, or quit
When his last salesperson quit, Lemkin didn’t hire. He deployed agents.
PLAY 03

The Karpathy Loop

EXPERIMENT #700 HYPOTHESIZE CHANGE MEASURE KEEP/DROP
700
experiments in 2 days
20
improvements discovered
11%
efficiency gain
0
humans involved
PLAY 04

Auto-Improving
Marketing Skills

56%
starting pass rate
4 autonomous rounds
92%
final pass rate

Zero manual intervention. Your playbooks improve while you sleep.

Round 156%
Round 268%
Round 381%
Round 492%
PLAY 05

Vibe Coding for GTM

Describe what you want in plain English. Ship it in minutes.

Terminal
$ claude "build me a landing page for our Q2 campaign"
Creating landing page...
✓ Hero section with value prop
✓ CTA button + form integration
✓ Social proof section
✓ Mobile-responsive CSS
✓ Analytics tracking installed
Done in 47 seconds.
47 sec
q2-campaign.yourco.com
YourCo
Launch faster.
Convert more.
The Q2 campaign platform for modern teams
Get Started Free
Trusted by 200+ companies
This presentation was built with Claude Code and improved via the Karpathy Loop — 100 automated experiments, scored by binary evals.
THE PROOF
Klarna
$10M saved
annualized marketing savings
Connecteam
73% fewer
no-shows
AI SDRs, zero new hires
MetadataONE
$11M pipeline
from 3 customers alone
YOUR TOOLKIT

Start here. Build from these.

S
Superpowers
Structured Claude workflows
that follow your playbook
>_
Claude Code
Anthropic's AI coding CLI
+ curated community tools
B
Bolt.new
Full-stack apps from
a single prompt
M1
MetadataONE
Autonomous AI agency
for paid campaigns at scale
Scan QR on last slide for full list of 12+ tools
DEMO "It works!" PRODUCTION Scale, security, compliance

why isn't everyone
doing it?

73% of AI pilots never make it to production.
WHAT CAN GO WRONG
HALLUCINATION

Your VP sent a hallucinated stat to the board.

MEMORY LOSS

Your brand voice — gone. Every. Single. Session.

DATA LEAK

Pricing, strategy, customer lists — pasted into consumer AI. Logged.

PROMPT INJECTION

A competitor hid instructions in a page your AI scraped. It works for them now.

THE ENTERPRISE REALITY

DIY AI

  • No audit trail — SOC 2 gaps
  • Data leakage via consumer AI tools
  • Hallucinations reaching customers
VS

Enterprise Vendors

  • Security + data isolation
  • Built-in hallucination guardrails
  • Managed orchestration at scale
WHEN IT GOES WRONG, IT MAKES HEADLINES
AIR CANADA
Chatbot fabricated a discount.
Airline held legally liable.
CHEVROLET
AI agreed to sell a Tahoe for $1.
"A legally binding offer."
SAMSUNG
Engineers pasted source code into ChatGPT.
Trade secrets exposed.
That's why we built MetadataONE —
patented technology, 500K+ campaigns executed.

One person built an entire marketing stack.

Twenty agents replaced a GTM team.

AI learned to improve itself overnight.

Your Autonomous AI Agency

app.metadataone.com Say "launch a campaign" and watch it execute in 5 minutes
METADATAONE

Four capabilities. One autonomous platform.

Autonomous Campaigns

Describe goals. It builds everything.

Self-Improving

24% CPL reduction. While you sleep.

Enterprise Security

SOC 2 Type II. $100M+ ad spend managed.

Human-in-the-Loop

6 AI agents + 7 senior marketers.

$1B+pipeline sourced
500K+campaigns executed
200+enterprise customers
4.6/5G2 rating
See it build a $1M campaign in 10 minutes
demo.metadataone.com
01
Start with Claude Code today
You don't need to code. Start with one workflow.
02
Apply the autoresearch loop
Define "good." Let AI iterate. Improve while you sleep.
03
Think agents, not tools
The shift is from AI-assisted to AI-autonomous.
04
Know the limitations
Hallucinations, memory loss, security gaps. Plan for them.
05
Scale with a platform, not duct tape
MetadataONE: agent power with enterprise control.

Questions?

Let's talk about what AI can do for your GTM stack

Gil Allouche
gilallouche.com @gilallouche
metadataone.com
WHAT WE COVERED
5 AI Plays Real Results Enterprise Guardrails MetadataONE
Get the resources + starter kit
talk.metadataone.com/resources