A multi-agent AI suite that turns fragmented merchant catalogs into a unified, semantically-searchable commerce graph. At its core, a swarm of autonomous agents — internally called abejas — continuously ingests, enriches, classifies and publishes product data at scale.
Each abeja owns a single domain. Together they keep the catalog graph alive, accurate, and indexed.
vision · multimodal
Vision-language analysis on product imagery via Qwen3-VL-32B. Reads photographs the way a buyer's eye reads a shelf.
deduplication · matchmaker
Clusters duplicate offerings across merchants using SKU/EAN signals. Turns five listings of one product into one canonical entity.
vectorization · CLIP
Generates dense vector representations through CLIP for semantic retrieval. Every product becomes a point in a navigable space.
copy · validated LLM
Drafts SEO-optimized titles and descriptions through a validated LLM generation pipeline. Voice-consistent, hallucination-checked.
taxonomy · GPC alignment
Enriches taxonomies against Google Product Categories. Ambiguous merchant labels get pinned to a stable industry standard.
distribution · CSS · Meta
Propagates inventory and metadata to Google CSS and Meta catalogs. Whatever the colony produces, the open web sees within minutes.
Custom-tuned graph index serving sub-15ms semantic search across 793K+ products. The retrieval brain of the colony.
On-premise GPU clusters for inference, cloud for orchestration. Cost-efficient where it matters, elastic where it should be.
1.5M precomputed orderings served from atomic refresh tables. The user sees a fresh ranking; the system never sees a half-written one.
Every agent action is logged, attributable and replayable. No black box — only inspectable behaviour.
Reproducible across environments. Every release is a container; every container is signed.
OAuth onboarding, catalog ingest, real-time enrichment status. Merchants connect once and watch their listings improve.
SeeStocks isn't a marketplace.
It's the AI infrastructure layer
that makes any merchant catalog
intelligent, discoverable, and monetizable.
The team ships production-grade agentic systems daily — turning bleeding-edge LLM capabilities into measurable revenue.