Why it's hard
Agent-led growth is a hard job to do alone
On your own, even with today's tools
- The advice you find contradicts itself
- Tools give you a score but not the fix
- You have no way to test before you publish
- You can't tell what to fix first
- Months pass before you see any impact
What you need
You need experts with a proven methodPeople who know what makes coding agents pick a tool
You need a platform built for this workEverything needed to test, learn and measure
Real codebases
Agent sandboxes
Trace analysis
Pre-launch tests
Traffic tracking
Runs at scale
Comparison5 alternatives
Each option covers part of the work, and Armature covers all of it
AI visibility trackers: 
Profound, 
Peec AI, 
AthenaHQ
Agent-led growth tools: 
Gauge, 
Lightsage, 
Firegoat
AI content platforms: 
The Prompting Company, 
GrowthX
Content agencies: traditional SEO and content agencies
In-house: a hire, or a tool you build
Profound, Peec AI, AthenaHQ
Agent-led growth tools: Gauge, Lightsage, Firegoat
AI content platforms: The Prompting Company, GrowthX
Content agencies: traditional SEO and content agencies
In-house: a hire, or a tool you build
Point
AI visibility trackersProfound, Peec AI, AthenaHQ
Profound, Peec AI, AthenaHQAgent-led growth toolsGauge, Lightsage, Firegoat
Gauge, Lightsage, FiregoatAI content platformsThe Prompting Company, GrowthX
The Prompting Company, GrowthXContent agenciesTraditional SEO and content
In-houseA hire, or a tool you build
A team with its own platformTests coding agents, not only chat
No: Chat assistants only
Yes: Yes, coding agents
In part: Partly, mostly chat
No: Search and chat only
In part: Only if you build it
Yes: Any coding agent, like Claude Code, Codex or Cursor
Tasks run on buyer-like codebases
No: Prompts on chat assistants only
In part: Tasks on generic repos
In part: Mostly prompts
No: Keyword research only
In part: Only if you build them
Yes: Codebases built for your market
Explains why agents pick a rival
In part: A visibility score
In part: Scores and failed tasks
In part: Mention rates
In part: Expert opinion
In part: Manual reviews of sessions
Yes: The agents' own reasons, from their traces
Writes and ships the fixes
In part: Suggests edits
In part: Generates articles
Yes: Writes content
Yes: Writes content
Yes: Yes, once you hire
Yes: A growth engineer ships them with you
Tests fixes before they go live
No: No
No: No
No: No
No: No
No: No
Yes: Yes, on the same codebases
Checks what agents install in the code
No: No
No: No
No: No
No: No
No: No
Yes: Yes, in the final code
Who does the work
Your marketing team
Your engineers
Their software and staff
The agency
Your new hire
Our team, with yours
How we work
We run this loop with your team
- ExperimentsAgents on real codebases
- AnalysisWhy agents choose
- EditsContent, docs and listings
- ImpactQualified AI traffic, measured
What's included
- We start with an agent readiness scan45 checks on whether agents can reach your content and trust your sources
- We map your marketYour rivals, as coding agents see them
- We analyze how agents chooseA thousand sessions, every one read
- We write and ship the fixesContent and docs, tested before they go live
- We measure the resultsPicks and qualified AI traffic
- A growth engineer works with your teamA shared Slack channel, active every day