Discovery Overview
A daily pulse on what's worth chasing. The Discovery Engine continuously scans markets, audiences, and identities — then surfaces ranked opportunities for the Creative Engine (Phase 2) to act on.
Top opportunities right now
See all →Hot trends · last 24h
Open Market Intel →Market Intelligence
Continuously scans TikTok, Reddit, Etsy, Pinterest and Google Trends for emerging signals, hashtag growth, search velocity, and underserved demand.
Audience Intelligence
AI-built profiles of who actually buys. Size, intensity, growth, platform concentration, buying behaviour, and emotional engagement — per audience.
Identity Intelligence
Maps the emotional and cultural patterns of each audience: humour styles, slogans, language, symbols, aesthetics, emotional triggers. This is what makes merch resonate instead of just exist.
Ranked Opportunities
The Phase 1 output. Each row combines market demand, audience strength, identity clarity, and saturation into a single composite confidence score. These pass to Phase 2 (Creative Engine) for design generation.
Discovery Sources
Channels the Discovery Engine pulls from. Toggle off to exclude a source globally — its trends will stop appearing in Overview, Market Intelligence and Opportunities. Add new channels as the system expands.
Checking backend…
Probing localhost:5050 for the local backend server.
Account
Your profile and how you sign in. Authentication is handled by AWS Cognito — manage MFA, password, and session here.
My account
Authentication — Cognito User Pool
Data
The research targets and lenses that drive Discovery. Markets compile into Audience Intelligence cards; ENGINE FOCUS presets shape every AI prompt the engine fires.
MARKETS …
Managed research targets compiled by AISaved research targets — Mountain Biking UK, Pickleball, etc. Each market compiles into an Audience Intelligence card via web-grounded AI (Perplexity by default). Add new markets, edit prompts, and re-compile any time as a market evolves.
ENGINE FOCUS …
Research lenses driving DiscoveryManage the research lenses that drive the Discovery Engine. Tick one or more presets to combine their scopes. Pin presets to show them in the always-visible LENS bar at the top of the page.
System Modules
Everything that makes ATPod run — modules, costs, external connections, and the deployment pipeline.