AI Visibility Automation System
From manual prompting to an automated LLM visibility platform.
SalesMarketing.ai continuously runs structured prompts across multi-LLMs, measures brand presence, and ships optimisation reports — without humans in the loop.
5
LLMs in the panel
24/7
Automated audits
0
Manual prompts
From
Service agency
Manual prompting · human-driven audits · non-scalable delivery.
To
Automated AI visibility engine
Scheduled multi-LLM execution · ranking + entity extraction · insight loop · automated reports.
System Overview
Pipeline architecture
Every brand flows through the same deterministic visibility loop.
Scheduler ↓ Prompt Generator (Brand + Category Queries) ↓ LLM Router (Yi / GPT / Claude / Gemini / Perplexity) ↓ Response Collector ↓ Ranking + Entity Extractor ↓ Insight Engine ↓ AI Visibility Report Generator ↓ Dashboard + Export (PDF / API)
01
Prompt automation engine
Auto-generated commercial-intent prompts spanning ranking, comparison, purchase intent, and substitution.
Sample prompts
- "Best AI laptops for creators 2026"
- "Top alternatives to MacBook for AI work"
- "Best AI PCs under $2000"
- "Recommended enterprise AI hardware platforms"
Prompt types
- Category ranking prompts
- Comparison prompts
- Purchase-intent prompts
- Competitor substitution prompts
02
Multi-LLM execution layer
Each prompt fans out across the LLM panel. Outputs are normalised and stored.
GPT
OpenAI
Claude
Anthropic
Gemini
Sonar
Perplexity
Copilot
Microsoft
Output collected
- Brand mentions
- Ranking position
- Sentiment score
- Citation presence
03
Brand visibility engine
Raw LLM responses converted into structured, comparable metrics.
🧠
Share of AI Voice
% of times brand appears in answers
📈
Ranking Position Score
Average rank when mentioned
🔗
Citation Strength
Linked · named · or implied
⚔️
Competitor Density
Competitor appearance vs your brand
04
Entity & semantic analyzer
Extracts brand entities, competitors, category associations, and product mapping into a semantic visibility graph.
AI Query → Brand → Competitors → Category Position
05
Insight engine
Converts analysis into structured actions ready to ship.
🔧
Content fixes
- Rewrite homepage copy
- Improve product descriptions
- Adjust FAQs
🧭
Positioning
- Shift brand toward enterprise AI PCs
- Reframe category claims
📉
Weakness detection
- Missing keywords in AI answers
- Competitors dominating categories
06
AI Visibility report generator
Every customer receives an automated report — PDF, dashboard, and API.
01
AI Visibility Score
Overall brand presence across LLMs
02
Model breakdown
ChatGPT · Claude · Gemini · Perplexity visibility
03
Competitor comparison
Who ranks above you and why
04
Opportunity map
Prompts where brand is missing · categories to target
05
Optimisation plan
Exact content changes · structured SEO / GEO / AEO actions
07
Automation schedule
The system runs on a continuous cadence — no manual triggers.
Daily
Lightweight prompt sampling
Weekly
Full LLM audit cycle
Monthly
Deep competitive analysis report
08
Operator dashboard
A single surface for customers to monitor AI presence.
Visibility overview
AI mention frequency · ranking trend line
Model comparison
GPT vs Claude vs Gemini vs Yi
Competitor tracker
Side-by-side ranking shifts
Reports
Downloadable AI visibility reports
09
Monetisation layer
Tiered SaaS plus usage-based revenue.
AI Revenue System
$499/mo
Core LLM optimization, insights, reports, and recommended actions.
AI Scale System
$1,499/mo
Multi-property infrastructure, custom routing, and priority support.
AI Infrastructure Layer
$4,999/mo
Enterprise-grade custom pipeline, API access, and dedicated engineering.
Enterprise AI Ecosystem
Custom
Bespoke AI infrastructure for multi-brand ecosystems with performance billing.
Final System Definition
A fully automated AI visibility engine that continuously measures and improves how brands appear inside LLM ecosystems.
Continuous AI monitoring · automated insight generation · structured optimisation loops. This is what transforms SalesMarketing.ai from a service agency into a scalable AI infrastructure platform.
Activate AI visibility →