How it works
Trovekit is not one model in a loop. It is eight specialized agents handing off through a state machine — each with cost guardrails, kill switches, and a hash-chained audit log.
Scout
Watches Google Trends, Reddit, and TikTok Creative Center. Computes a composite score from velocity (35%), commercial intent (30%), saturation gap (20%), and platform fit (15%). Only signals above 0.65 enter the pipeline.
Forge
A 9-node LangGraph state machine. Claude Haiku picks the product type (digital, t-shirt, mug, poster, sticker, ...) and writes a creative brief in your brand voice.
Muse
Four candidates via Fal.ai Flux Schnell (~$0.012 total). Claude Haiku ranks them on brief adherence, visual quality, brand fit, and commercial viability. The winner is upscaled with Flux Pro (~$0.04) and an originality check rejects designs too similar to anything we've shipped before (pgvector cosine similarity, 0.92 threshold).
Vault
A two-layer check. First: a curated banned-term list (Disney chars, sports leagues, celebrity names, regulated terms, song lyrics — ~300 entries). Second: Claude Haiku reviews title + description + tags against your channel's prohibited categories. Every decision is appended to a hash-chained audit log; the chain itself is verified weekly.
Publishers
Seven channel adapters: Gumroad, Whop, Shopify, Etsy (dry-run by default until your Etsy app is approved), TeePublic, Printify, Printful. Each handles its own auth shape, rate limits, retry policy, webhook signature verification, and credential encryption (libsodium sealed-box).
Stock
Every 30 minutes: products with zero velocity older than 14 days are retired. Products with refund rates above 8% are retired. Top performers get queued for ad-brief generation. Print-on-demand blueprints with high refund rates are auto-disabled.
Pulse
On every order: a thank-you email 1 hour later (when the channel exposes buyer email — Gumroad, Whop, Shopify, Etsy do; TeePublic, Printify, Printful do not). 7 days after that: a review-ask email. Idempotent — replays are safe.
Lens
Daily 7am UTC: D.A.S.R. (Data + Analysis + Security + Recommendations) report via email + Slack. Etsy refund rate above 15% in 24h? Forge auto-paused. Audit chain broken? Critical alert fires immediately.
Every product ships with an originality score, a Vault verdict, and a hash-chained audit trail. We do not generate derivative slop — Vault rejects designs too similar to anything we have already shipped. We do not pretend humans designed these — we tell you it is AI.