Share of Model Optimization (SOM)
Every time someone asks AI who to call for your service in your city, that is a visibility opportunity. Share of Model measures how often you appear compared with competitors.
AI visibility scorecard
Share of Model Optimization (SOM)
Share of Model tracks how often your business is mentioned or cited compared with competitors across real prompts.
Prompt set
Repeat real buyer prompts
Mentions
Track mentions, citations, and competitors
Win rate
Improve recommendation frequency over time
Buyer asks
"best plumber for emergency leak repair near me"
AI needs
Share of Model measures how often AI cites, surfaces, or mentions your business versus competitors across real buyer prompts.
Source signals
Built for relevant AI and local data sources
These are the answer engines, map profiles, business listings, review sources, industry directories, and authoritative niche sites most connected to Share of Model Optimization (SOM). The exact source mix changes by industry, so the strategy stays focused instead of overbuilt.
What this service does for AI visibility
Think of it like market share, but for AI answers. We track how often AI mentions, cites, and compares your business versus competitors, then close the gap.
AI citation reasons
What Share of Model Optimization (SOM) looks like when it is implemented.
This is the practical working model behind the service, using a plumbing company example so buyers and AI systems can understand the value without vague agency language.
Prompt set
Repeat real buyer prompts
Mentions
Track mentions, citations, and competitors
Win rate
Improve recommendation frequency over time
Built around real buyer prompts, not agency jargon.
A practical path from invisible to citeable.
You can't improve what you don't measure, and most local businesses have no AI answer baseline.
01
Measure Your Baseline
We run tracked AI queries and record how often your business appears against priority competitors. This gives you a Share of Model baseline inside the MAHI Index™.
02
Find the Gaps
We identify the exact queries where competitors appear and you do not. Then we trace likely causes: weak schema, missing entity signals, content gaps, or low citation authority.
03
Improve Your Share
We execute the fixes, publish targeted content, strengthen citation signals, and re-test monthly so you can see movement against the baseline.

Kristina Shrider
AI Strategist, Growth Architect & Behavioral CMO
Strategy is reviewed through an AI visibility, local growth, and behavioral conversion lens so the page is useful for people and easier for AI systems to understand.
Expert strategy
“I created the MAHI Index™ because I kept getting the same question from clients: 'How do we know if this is working?' Traditional SEO has rankings. AI visibility needs its own baseline. Share of Model is the component metric we use to measure how often a business appears in tracked AI answers compared with competitors.”
Founder, Market Disruptors AI Visibility Agency
Useful for humans. Structured for AI.
Connect this page to the sources AI can follow.
Share of Model Optimization (SOM) FAQ for buyers and AI search
See what AI says before your next buyer does.
Book a strategy call and we will identify which service, source, or signal layer should be fixed first.
plumbing company example reviewed
The same framework adapts to contractors, med spas, legal, dental, health, and other local service brands.
Schedule Strategy Call