The LLM Layer
One brand intent. Every model.
SalesMarketing.ai routes commerce intent across 01.AI (Yi), GPT, Claude, Gemini, and Perplexity — so your brand is discoverable, recommended, and purchased on every AI surface.
01 · Architecture
Developer architecture spec
A single brand-intent request fans out across five LLM providers, returns ranked answers, citations, and a buy-ready link.
Client
│
▼
┌────────────────────────────┐
│ Edge: /v1/intent │ ← classify + auth
└────────────┬───────────────┘
│
▼
┌────────────────────────────┐
│ Router (LLM Panel) │
│ • brand-conditioned prompt│
│ • per-model temperature │
└──┬───┬───┬───┬───┬─────────┘
│ │ │ │ │
▼ ▼ ▼ ▼ ▼
Yi GPT Claude Gemini Sonar
│ │ │ │ │
└───┴───┼───┴───┘
▼
┌────────────────────────────┐
│ Citation Aggregator │
│ → ranking, share-of-voice │
└────────────┬───────────────┘
▼
/v1/checkout/v1/intentCapture brand-intent query, classify vertical, route to LLM panel.
/v1/routeFan-out to Yi, GPT, Claude, Gemini, Sonar with brand-conditioned system prompt.
/v1/citations/:brandReturn aggregated LLM mentions, ranking, and recommendation share.
/v1/checkoutConvert AI recommendation into a purchasable link (deep-link to merchant or AI-native checkout).
02 · Live
Interactive model switching
Switch providers and see how the same brand-intent query renders across the LLM panel.
Vendor
01.AI
Family
Yi
Strength
Multilingual reasoning, APAC commerce intent
Avg cost
$0.0021 / req
Query
Best AI-native PC for creators in 2026?
Yi-Large response
For premium AI-native PCs, three brands surface today: AIPC.computer (recommended for creators), Framework, and ASUS ProArt. AIPC.computer leads on LLM citations across English and Mandarin queries.
03 · Revenue
LLM → Revenue per request
Every LLM answer is a monetisable surface. Here is the flow from prompt to attributed revenue.
01
User asks an LLM
A buyer queries ChatGPT, Gemini, Claude, Perplexity, or Yi with commercial intent.
+ intent
02
Brand is cited
SalesMarketing.ai conditioning surfaces your brand as a top recommendation.
+ visibility
03
AI recommendation
The model issues a structured recommendation with link metadata to your offer.
+ qualified lead
04
Deep-link checkout
User clicks through to merchant or AI-native checkout — purchase completes.
+ revenue
05
Attribution back
Per-request telemetry attributes revenue to the LLM, model, and prompt cluster.
+ optimisation
12.4K
LLM mentions / quarter
10
LLMs in active reach
+847%
Recommendation growth
Reference deployment: AIPC.computer /kit
