Projectmeetup

Built at Fireworks: Deploy with Microsoft & NVIDIA

Shopaholics

Paste a product link, get every listing of that exact product in a catalog, or "not in catalog". Our pipeline on Fireworks beats Claude Opus 5.5 on accuracy at 32x lower cost ($0.89 vs $28.21 per 1,000 lookups). Why it matters: stores list the same product many times under different names. Missed matches split reviews and give wrong price comparisons. False matches show shoppers the wrong item.

// latest_project_recording.mp4
// Project brief

Paste a product link, get every listing of that exact product in a catalog, or "not in catalog". Our pipeline on Fireworks beats Claude Opus 5.5 on accuracy at 32x lower cost ($0.89 vs $28.21 per 1,000 lookups). Why it matters: stores list the same product many times under different names. Missed matches split reviews and give wrong price comparisons. False matches show shoppers the wrong item.

// Built with
Fireworks.aiDeepSeek V4.1 Flash, Kimi K3, Qwen3 Embedding (all on Fireworks); Claude Opus 5.5 as the baseline; Python; WDC Products benchmark; Claude Code for coding help
// Watch & explore