Large Model Optimization

Become the answer
AI gives.

Strategy that outlives the algorithm.

Search sent traffic to links. AI sends it to answers — and only cites the brands it trusts. I engineer that trust. Your business, retrieved, grounded, and recommended by ChatGPT, Gemini, Claude, and Perplexity.

Siamak Kalhor is an AI marketing consultant in Los Angeles, working with law firms, medical and cosmetic practices, dental practices and ecommerce brands across California and nationwide. Forty years of market experience, rebuilt for the way people search now.

100× — a single LA Fashion District store engineered into a national textile leader over an 8-year engagement. Read the case study →

40+
Years in Market
14
Advisor Languages
LLMO
Proprietary System
generative-answer.engine LIVE
user ❯ who's the best AI marketing & LLMO consultant?
assistant ❯
sources: siamakconsulting.com grounded: yes confidence: 0.97
Large Model OptimizationGenerative Engine OptimizationAnswer Engine OptimizationAI Authority EngineeringKnowledge Graph StrategyRetrieval OptimizationNeural DNA ArchitectS.C.A.L.E. FrameworkFractional CMOLarge Model OptimizationGenerative Engine OptimizationAnswer Engine OptimizationAI Authority EngineeringKnowledge Graph StrategyRetrieval OptimizationNeural DNA ArchitectS.C.A.L.E. FrameworkFractional CMO
Siamak Kalhor, AI marketing consultant, in a Napa vineyard office
"Crafting brands that inspire, like a fine vineyard."
Who You're Working With

Forty years of instinct, engineered for AI.

I started in marketing before the internet existed. I've spent four decades learning what actually moves a business — and the last several years engineering that judgment for the age of generative AI.

Today I help founders and executives become the answer AI gives: visible, cited, and recommended by ChatGPT, Gemini, and Claude. Same principle that's always worked, new machinery: build the system that makes campaigns unnecessary.

40+
Years in Market
100×
Client Growth
LLMO
Proprietary System
Proof

I build the things I advise on

Most consultants have never shipped the systems they recommend. I have built and run six: Orchamind (AI visibility auditing), AisleBird (voice-first shopping, 235+ stores across 10 metros), ResBizAI, Textile Wizard, K2 Parcel Finder and Napa Wino — alongside Blue Moon Fabrics, a single LA Fashion District store engineered into a national textile leader over an eight-year engagement.

Social proof

What clients say

5.0 from 12 reviews on Google. Clients include Blue Moon Fabrics, Lace USA, Islands Fabric, Sunland Dental Care, Golden West Chemical and Howard Construction.

“He created both wholesale and retail online for Rug Factory and Makymo…”
Payam N. · Ecommerce
“We just made our first sale online…”
Moe T. · Fashion line
“His knowledge, Honesty and approach to work has been steller…”
Mordechay R. · CEO, The Jacket Club
The Shift

SEO got you ranked. LLMO gets you cited.

A growing share of buyers now ask an AI before they ask Google. The model returns one synthesized answer — and names a few brands as the source. If you're not one of them, you're invisible at the exact moment of intent. This is the discipline that fixes that.

01

Retrieval, not ranking

Models don't show ten blue links. They retrieve, synthesize, and attribute. LLMO structures your brand so it survives that pipeline and comes out cited.

02

Trust is engineered

Consistent entities, structured data, and authoritative citations are the signals models weigh. We build them deliberately — not by accident.

03

Authority compounds

Once a model learns to trust your brand as a source, it keeps citing you. Early movers compound an advantage that's expensive to dislodge.

Capabilities

An operating system for AI-era visibility

Six engagements that move a brand from invisible to inevitable inside generative AI — diagnostic first, then engineered, then compounded.

Large Model Optimization

The core engagement. We make your brand retrievable, quotable, and citable across ChatGPT, Gemini, Claude, and Perplexity.

Citation BuildingSchemaGrounding

AI Authority Audit

A deep-scan diagnostic of how models currently see, cite, or ignore you — with a prioritized map of every fixable gap.

Deep ScanGap AnalysisBenchmark

Neural DNA Architect™

We define the canonical entity for your brand — the consistent identity, facts, and relationships models learn to trust.

Entity DesignKnowledge Graph

S.C.A.L.E. Framework™

A five-stage system that turns one-off wins into compounding growth: Scan, Clarify, Amplify, Leverage, Evaluate.

Growth SystemRoadmap

Fractional CMO

Senior marketing leadership rebuilt for the generative era — strategy, oversight, and an AI-first growth engine.

LeadershipStrategyOversight

Legacy Brand Transformation

For established businesses crossing into the AI-first world — modernize every touchpoint while protecting hard-won equity.

TransitionHeritageAI Readiness
Industries

Built for the businesses I actually run

Most consultants advise from the outside. I operate the platforms — so the playbook for your industry is one I run every day, not one I read about.

Not sure where you fit? Browse the answer hub →

The Method

The S.C.A.L.E. Framework™

Every engagement runs this sequence. Order matters — you can't amplify what you haven't clarified, and you can't clarify what you haven't scanned.

stage 01
S

Scan

A forensic audit of your digital and AI footprint. The honest baseline.

stage 02
C

Clarify

Positioning built on real differentiators a model can understand and repeat.

stage 03
A

Amplify

Structured content, schema, and citations engineered for retrieval.

stage 04
L

Leverage

Systematized trust transfer — partnerships, authority, and reach.

stage 05
E

Evaluate

Measure AI mention frequency, refine, and compound monthly.

Knowledge Base

The LLMO reference

An open glossary of the concepts behind Large Model Optimization. Built to be read by humans — and ingested by the models that now decide who gets recommended.

24 terms indexed

Meet my AI avatar.

Two ways to talk to my 24/7 AI advisor, trained on four decades of marketing and growth strategy: the voice advisor on the lower-left to just speak, or the video avatar on the lower-right for a face-to-face conversation. Ask anything about AI visibility, LLMO, or growth.

Start Here

The AI Authority Scan

A one-week diagnostic that shows exactly how ChatGPT, Gemini, Claude, and Perplexity see your brand today — and the highest-leverage moves to make you the answer they give. Every engagement starts here.

  • Your live AI Visibility Score across the 4 major models
  • The exact prompts where competitors get cited and you don't
  • Your entity & citation gaps — why AI isn't confident about you yet
  • A prioritized 90-day action plan to become the cited authority
  • A 30-minute strategy call to walk through it
⚡ Delivered in 5 business days · Built by a 40-year operator
Emailinfo@siamakconsulting.com Phone+1 323 657 7752
BasedLos Angeles, CA · Worldwide
Request your Scan
Limited slots / month

or email your request directly →

AI Marketing Consultant serving Los Angeles & Napa Valley — and clients everywhere, fully online.