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
Hot trends · last 24h
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.
🔭 Horizons
View-only window onto the Opportunity Horizon Scanner. Configure sources, run scans, and (soon) manage schedules in System Modules → Horizon. This page mirrors the latest signals across every source you've scanned.
💵 Money Intelligence
Every money-bearing entity in the Discovery Engine — markets, audiences, identities, trends, horizon signals, and opportunities — ranked by money potential. Tap a card to open the source intelligence for context.
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.
Media Discovered
Cross-marketplace design references — every image captured during Horizon scans across Etsy, Amazon, Pinterest, Redbubble, Society6, TikTok, YouTube, Instagram and Reddit. Raw visual fuel for Phase 2 design briefs. (Output of the design pipeline lives in the sibling Media Creative module.)
Images · cross-marketplace design references
Captured from Horizon scans · feeds the Creative EngineMedia Creative
The workshop. Generate designs, mockups, social creatives, and promo videos here — every output auto-saves to your Media Library as a Draft, ready to refine or publish.
🧠 Model Router
ATPod-side · auto-pick User clicks "Generate" — ATPod picks the modelGeneration gets routed through ATPod's Model Router, which picks the strongest model for each asset type and hits Fal.ai with it. The user never has to think "Kling or Luma?" — they just click Generate. When a new model leaps ahead (every couple of months), we change one mapping; no UI change, no retraining.
| Asset type | Auto-picked model | Why |
|---|---|---|
| Apparel / product mockup (still) | Flux Pro 1.1 | Sharpest detail, best in-image text rendering. |
| Lifestyle / ad creative (still) | Flux Pro · Ideogram | Photorealistic, handles in-image text reliably. |
| Cinematic product reveal (5-10s video) | Kling 1.6 Pro | Strongest motion fidelity, image-to-video with reference frame. |
| Human / talking-head (video) | Hailuo · Veo 3 | Best character consistency across shots. |
| Quick variation pass (cheap, fast) | Flux Schnell · SDXL | Cheap and fast — for iterative prompt exploration. |
Coming next
Phase 2 · Next Stub — surfaces below land as their pipelines come online🎨 AI Design Engine · Sample brief output
Preview · Plant Parents niche Design-first flow · pick product · generate transparent print-ready design · then mockupDesign first — each brief generates a print-ready transparent PNG at the exact size/DPI for the chosen POD product (T-shirt, hoodie, mug, tote, poster, sticker, phone case). Pick product from the dropdown beside Generate. Mockups are a secondary derivative — click 👕 Generate mockup on any saved design.
Palette: sage green print on cream / natural tee. Style: modern minimalist, screen-print-friendly.
Flat vector t-shirt design, centered chest graphic, stacked typography reading 'PLANT PARENT' in bold sans-serif, the 'O' in 'PARENT' replaced with a clean monstera leaf silhouette, small arc text 'est. 2026' beneath, single-color sage green print on cream background, mockup on a folded heather-cream t-shirt, soft natural light, no shadows on text, sharp edges, screen-print aesthetic, no realism gradients.
Palette: charcoal black print on dusty olive tee. Style: vintage, slightly grainy, hand-lettered feel.
Vintage-style t-shirt design, centered chest graphic, typewriter font reading 'I TALK TO MY PLANTS' large top line, 'and they listen' italic smaller bottom line, single hand-drawn fiddle leaf fig illustration in line art beneath the text, charcoal black ink print on dusty olive cotton t-shirt, mockup view, soft window light, slightly grainy retro feel, sharp legible type, screen-print look.
Palette: forest green ink print on stone-coloured tee. Style: hand-drawn, museum botanical illustration.
Vintage botanical-poster t-shirt design, six houseplants arranged in 2x3 grid, each illustrated in fine ink line art (monstera deliciosa, ficus lyrata, sansevieria, epipremnum aureum, calathea orbifolia, philodendron), each plant labelled in tiny serif font with its Latin name, top arc text 'MY COLLECTION' in elegant serif, single-color deep forest green print on stone-grey cotton t-shirt mockup, museum-poster aesthetic, hairline weight, no shadows, no gradients.
Media Library
Your committed shelf — everything saved, with status flags showing what's a draft, ready to go, or live on external channels. Filter by status / kind / source to scope the view. Drag files in, or click 📤 Upload to add directly.
📚 Library
Loading…Media Video Studio
Make a video, it lands in your Library, then send it in an AI Message — or track how shared clips perform. Numbered steps: ① Create → ② Library → ③ Send → ④ Track.
🤖 AI Agent Discovery Engine
What AI agents are in demand right now — ranked by a transparent opportunity score (demand & monetisation up; saturation, effort & competition down). 🔎 Discover opportunities from the live web, mark the 🔥 HOT bets, run them down the build pipeline, and see where the demand is on the country map.
⏱ AI Agent Autonomous Discovery
Scout in-demand AI agents unattended, straight into the AI Agent Discovery Engine grid — no one has to click 🔎 Discover. Set how often it runs and a list of scout queries; the every-5-minutes cron self-paces to your interval and round-robins one query per tick. Starts off; scouting spends AI credits, so nothing runs until you opt in. Admin only. (Viral-prompt auto-discovery now lives in the Viral Prompts page.)
Prompts/Templates Library
Your reusable prompt/script snippets — one shared library across Video Studio, Sites & Landing Pages and more. Open to read, 📋 copy, ✎ edit, ⧉ save as a copy (fork for another use), or ＋ add new. Each record’s category records what it was made for.
🧬 Media DNA Pulse
A live pulse of all the media we’ve created and published — every asset carries our DNA (provenance + fingerprint) and reports its heartbeat (plays, location, device, dwell, channel), rolled back to the prompt that made it. Grid & map.
Media Live
Your curated shortlist of designs and mockups — the ones you've decided are good enough to use across your Commerce integrations. Items get here by going to Media Created → Library, ticking what you want, and clicking 📥 Copy to Media Live. Each item is a true duplicate (not a link), so you can edit/enhance it here without touching the original in Media Created.
📚 Shortlist
Loading…POD Integrations
Print-on-Demand providers connected to ATPod. Each connection has its own Setup, Shops, and per-shop Drafts → Approved → Published pipeline. Click a card to enter.
Ecommerce Integrations
Direct ecommerce platforms — Shopify, Etsy, WooCommerce, Amazon. Each will follow the same Setup → Shops → per-shop pipeline pattern as POD Integrations. None are wired yet.
Listing Automation
Global automation that operates across connected shops — SEO templates, auto-publish rules, scheduled drops, bulk operations. Per-shop work (drafts / approved / published) lives inside each connection's shop pane, not here.
Fulfilment Sync
Orders, fulfilment status and inventory rolled up from every connected channel. Read-only views into Printify production status, channel-side order state, and stock levels. Not yet wired.
Sites & Landing Pages
Create websites & landing pages, then build and edit them with an AI agent — add, change, and remove sections in plain English. Tied into your Route 53 domains for publishing (coming next).
🎨 Themes
Your curated library of design themes — palette, typography, layout feel and vibe. Browse the gallery, then apply a theme to a Site to restyle it in that look. Every build is inspired-by, not copied: we make something similar in feel but legally distinct (fresh copy, your own palette & imagery, no third-party logos or brand names).
🧬 Clone A Full WebApp
Stand up a new, independent webapp by cloning a whole existing one — then open it in its own GitHub repo + Codespace and remove the modules you don't want (or add new ones) with Claude. ATPod is built to be cloned: every resource carries a config-driven prefix, so the clone just re-points its own infrastructure. Follow the three steps in order.
Agent Catalog · AI Agent Types
Owner-private master catalog for the AI Agent Era — every agent in one place. Runnable agents (live, chattable — Angel ⭐ pinned first) sit alongside Concept opportunities (sector → department → workflow specs: job-to-be-done, bottleneck, automatability, hosting model, integrations, captured process). Categorised by Class · Origin · Scope. Confirmed specs feed the Agent Builder + Build Workers pipeline.
Delivery Channels
The global catalog of channels an AI agent can deliver on — define them once here (name, icon, and the credential fields each needs), then per agent pick the channels it uses and fill in that agent's own credentials.
AI Agent Messages
Create a message — type it, get AI help to perfect it, or dictate it — pick which AI agents send it, choose the channels and type who each goes to (email · text/SMS · WhatsApp · web widget · voice · video (VEED, Tavus, HeyGen, Fal & more) · Messenger · Telegram · push), schedule or send now, and preview exactly how it lands.
Alerts
System alerts for your account — build milestones, Horizon threshold hits, cost & system events. Date-time-stamped, sortable and filterable. As the super-user you see all users' alerts; everyone else sees only their own.
📋 System TTD
This is your current full DEV Tasks list — the single source of truth. Same data, same grid as System Modules → DEV Tasks, framed here as a command centre: what to work on next, at a glance.
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.
Modules
Cost Monitoring (Module 01)
AWS Cost Explorer · daily & forecastLocal Server
Desktop Flask backend · start / stop / statusURLs
Local · live · code · consoleGitHub Repo Connection
Source of truth + deploy triggerCreative Engines
— / — AI image & video models powering Media CreatedPaid Image Sources
Connect to enrich Media Discovered with verified, hotlinkable imagesMessaging Channels
— Shared Twilio / SNS / Telegram keys — used by all agents for AI Agent MessagesPrintify API
Not connected Token to push designs onto products + manage your Printify storeAWS Connection — Publish Pipeline
Phase A · B · C bootstrapStack Registry
Monitor every AWS resource the atpod-stack-* bootstrap has provisionedThis System's Actual Architecture
Auto-drawn from a live, free AWS scan · no paid Workload DiscoverySubdomains
Wire app.* / beta.* / etc. to the main appDomains
Route 53 — list, check, purchaseDNS Setup
Move allthingspod.com DNS to Route 53 (keep registration at GoDaddy)DEV Tasks
Module 05 · CRUD + reorder + status · manageable from any deviceBuilder Workers
Module 18 · autonomous build workers · API calls + cost (USD $ / GBP £)Generation Video Model Router
Module 16 · describe the video job → auto-pick the best engine + £ cost + ranked alternatives · rules editableVideo Compare Studio
Module 26 · compare AI video engines side by side with £ each → generate real clips (Kling/Luma via Fal now; more as keys land) → share + MP4Media Tracking Matrix
Module 27 · engagement on every shared/embedded clip — views · plays · completes · shares · downloads · embeds · advanced grid + mapClaude Costs
Module 20 · Claude Code API spend (pay-as-you-go) + your Max subscription planAWS Connection Keys
Module 21 · give this Codespace AWS access · the 3 secrets + a one-click testSystem Health
Module 22 · one-click checks across backend, AWS, App Runner, DynamoDB, S3 & CloudFrontSystem Status Reports
Module 25 · "OK, What's the Latest?" · recently live / in pipeline / planned · read it, hear it, or pick your News ReaderWebApp Builder
Now a Level-1 section → Clone A Full WebAppUser Management
Module 12 · Cognito users · Mapbox + ipinfo location · roles, plans, usage, sessions & enquiries · admin-gatedPlans & Subscriptions
Module 24 · subscription plans for the pricing page · prices, limits, yearly-savings, Stripe status (greenfield)Agent Builder
Moved → AI Agent Era · Agent BuilderThis module now lives in the AI Agent Era section.
Opportunity Horizon Scanner
On-demand AI-grounded scan · ranked + scored + badged (TRENDING / EMERGING / HOT-NOT-SATURATED)Alerts
Module 04 · auto-notify when Discovery surfaces HOT-but-not-saturatedSES (Email)
Amazon SES · status · verify sender identities · test sendAI Agents
Moved → AI Agent Era · AgentsThis module now lives in the AI Agent Era section so all agent tools sit together.
🤖 Agents
Your runnable AI agents — chat, CRUD (name · character · functions · active), tiered model routing, and the functions library. Angel is pre-seeded. (Build a richer agent in Phase 1.)
Chat
Talk to an active agent · text or push-to-talk voiceAgents
CRUD · name + character + functions + activeAI Models
Tiered routing · default: Claude Sonnet 4.6Functions Library
Everything agents can do · ✓ Active Now🛠 Agent Builder
Brainstorm + build INTERNAL & EXTERNAL AI agents — a filterable comparison grid of every agent capability with Internal / External availability ticks; grow each agent's powers over time.