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Origami
origami.chatCase Study · 001

Bought a domain. Built a search engine magnet.

origami purchased origami.chat in january. i built the entire website from scratch and owned seo & aeo from day one as founding engineer. by the time i handed it off, the infrastructure was already compounding — and it kept compounding after i left.

source · google search console · origami.chat · jan 28 – mar 23

Client

Origami (YC F24)

Role

Founding Eng.

Tenure

Jan → Mar 2026

Scope

SEO/AEO, 0→1 Web Dev

Total Impressions

42.2K

across 54 days · from a zero-authority domain

Total Clicks

3.53K

qualified organic traffic to the product

Average CTR

8.4%

industry benchmark: 1.9% · this is 4.4x that

Average Position

8.3

front-page of google, on average, at every query

01

The Curve

From a flat line to a vertical takeoff.

the domain was brand new when i joined — no backlinks, no indexed pages, no authority. for weeks, the seo graph was a flat line at the bottom of the axis. then it broke.

Clicks & Impressions · 54 days

Source · Google Search Console · origami.chat · Jan 28 — Mar 23

1,200800400015K10K5K0HANDOFF · MAR 18MY TENURE · JAN 28 → MAR 18+5dstill climbing at cutoffJan 28Feb 21Mar 14Mar 23
ClicksImpressions

The compound storythe data only runs 5 days past my handoff — and the curve was still climbing. that's what good seo infrastructure looks like.

Flat line

~60d

of near-zero at the start

First spike

30d

for the first major breakout

Peak daily

13K+

impressions in a single day

02

The Queries

Ranking for the right words.

branded volume validates recognition. non-branded volume is where i expanded the surface area — ranking for product categories origami actively competes in.

Query · top 10 over 54 days

Clicks

origami ai

1,445

origami chat

327

origami

222

origami.chat

176

origami leads

105

oragami ai

misspelling

58

origami tool outreach

55

origami agents

39

origami lead generation

39

origami ai tool

35

BrandedNon-branded · category capture

the site now ranks for "origami leads," "origami agents," and "origami lead generation." that's category capture, not just name recognition.

03

The Position

Front page, every time.

average position across every query origami ranks for is 8.3 — meaning the site lives on page one of google, at the average query. that's the real moat.

8.3

Avg. Position

#1#5#10 · PAGE 1#15#20#25+

Click-through rate · 8.4%

vs. industry benchmark of 1.9% (SaaS average)

1.9%INDUSTRY AVG8.4%ORIGAMI.CHAT+6.5 pts · 4.4x

8.4% CTR at position 8.3 means the meta titles, descriptions, and snippets are doing their job. this is copywriting that compounds.

04

The Playbook

What I actually shipped.

numbers without mechanics are marketing. here's the actual work that produced them.

01

Programmatic content pipeline

Built a system to generate long-tail SEO pages at scale. Every "origami vs [competitor]" and "origami for [use case]" page is a search-intent capture point — engineered, not hand-written.

Output · Indexed pages

02

AEO for the LLM era

Structured content for answer engines (ChatGPT, Perplexity, Gemini, Google AI Overviews) — not just traditional SERPs. Schema markup, clean Q&A structure, citation-ready writing.

Output · LLM discoverability

03

Category keyword capture

Targeted non-branded intent queries — "lead generation," "outreach tool," "AI agents" — not just protecting branded search. This is how you grow beyond the people who already know you exist.

Output · 5 non-branded top-10 rankings

04

Conversion-tuned meta

Every title tag and meta description written to earn the click, not just fill the slot. Result: 8.4% CTR versus the 1.9% industry average — 4.4x better at turning impressions into visits.

Output · 4.4x benchmark CTR

05

Technical SEO foundation

Sitemaps, indexing signals, canonical URLs, internal linking architecture, page speed, mobile-first. The boring infrastructure that lets every other lever actually pull.

Output · Crawlable, indexable, fast

06

Handoff built to last

The curve was still climbing when the data cuts off 5 days after I left. I built systems, not spreadsheets. The work keeps compounding without my hand on the wheel.

Output · Self-propelling engine

Zero to 42K impressions from a brand-new domain.

Paid spend

$0

entirely organic

Domain age at start

0d

brand new, zero authority

CTR vs industry

4.4x

benchmark

Austin Kennedy

austnkennedy.com

Founding Engineer · Origami
Jan 2026 → Mar 2026