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
POST/v1/intent

Capture brand-intent query, classify vertical, route to LLM panel.

POST/v1/route

Fan-out to Yi, GPT, Claude, Gemini, Sonar with brand-conditioned system prompt.

GET/v1/citations/:brand

Return aggregated LLM mentions, ranking, and recommendation share.

POST/v1/checkout

Convert 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.

Brand cited · ranked #1

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