Imported from leoyeungkm/techlite (
AGENTS.md). Install upstream withnpx skills add leoyeungkm/techlite. Copyright stays with the author.
Brand Visibility Tester — Setup Guide for AI Agents
What is this?
A Worker template that tests whether AI models (GPT-5.4, Claude Sonnet 4, Gemini 3 Flash, Llama 4, Mistral) mention your brand when answering relevant queries. All models run through Cloudflare AI Gateway — no external API keys needed.
Prerequisites
- Cloudflare account with Workers AI access
- Unified Billing credits loaded for third-party models (OpenAI, Anthropic, Google). Load at: https://dash.cloudflare.com → AI Gateway → Billing
- Node.js >= 22
Quick Setup
npm install
npx wrangler login
npx wrangler kv namespace create AEO_KV # Replace the example ID in wrangler.jsonc
npx wrangler queues create brand-visibility-jobs
npm run deploySetup Flow
- Enter site — domain to monitor
- Brand & competitors — confirm brand name, optionally add competitors
- Prompts — generate AI suggestions or add custom prompts
- Models — select which of the 5 models to test
- Run — queues fan out jobs in parallel, results stream in
API
| Endpoint | Method | Description |
|---|---|---|
/api/sites |
GET/POST/DELETE | Site CRUD |
/api/sites/:domain/prompts |
GET/POST/DELETE | Prompt CRUD |
/api/sites/:domain/models |
GET/PUT | Model selection |
/api/sites/:domain/test |
POST | Start test (enqueues jobs) |
/api/tests/:id/status |
GET | Poll test progress |
/api/setup?domain=X |
GET | AI prompt generation |
/api/models |
GET | List available models |
/api/results/:id |
GET | Get test result |
/api/results/:id/csv |
GET | Download CSV |
Files
| File | Purpose |
|---|---|
src/config.ts |
Model definitions, settings |
workers/app.ts |
Hono entry + SSR + Queue consumer |
workers/api.ts |
All API endpoints |
workers/queue.ts |
Queue consumer (parallel inference) |
app/routes/ |
React Router pages |
app/components/ |
Kumo-matched UI components |