Demand API · Developer Access

Demand intelligence,
as an API.

Query creator signals, consumer demand, and cross-brand benchmarks programmatically. Every pilot interaction becomes structured, AI-queryable data — accessible via the Demand Graph API.

Request early access
◷ API in private beta · Q4 2026
// GET /v1/demand/score { "pilot_id": "pilot_0428", "sku": "SKU-03", "demand_score": 83, "verdict": "scale", "creator_signal": { "converged": 60, "total": 108, "consensus": 0.83 }, "consumer_demand": { "preference": 0.54, "top_segment": "Gen-Z · 18-24", "vs_category": "+18%" }, "demand_intelligence": { "category_rank": "top_8pct", "benchmarks": 124, "ai_ready": true }, "verdict_at": "2026-04-28T14:00:00Z" }
API Reference

Core endpoints.

REST API with JSON responses. All endpoints require a Bearer token obtained via the Demand API access program.

GET
/v1/demand/score
Retrieve the Demand Score and confidence level for a given SKU in a specific pilot. Includes full signal breakdown.
GET
/v1/demand/verdict
Returns the final Scale / Watch / Pass verdict for a completed pilot. Includes comparable SKU context.
POST
/v1/pilots
Submit a new SKU set for validation. Returns a pilot_id for subsequent status and result queries.
GET
/v1/pilots/{id}/status
Check the current status of an in-progress pilot: pending, collecting, analyzing, or complete.
GET
/v1/demand/signals
Full signal time-series for a SKU. KOL pick rate, shopper vote %, and benchmark position over the 14-day window.
GET
/v1/demand/neighborhood
The demand neighborhood for a SKU — comparable products, positioning cluster, and peer score range.
GET
/v1/graph/query
Query the Demand Graph directly. Filter by category, segment, price tier, or signal type. Returns structured product-demand relationships.
POST
/v1/content/segment
Submit a content URL for SAM3 product segmentation. Returns identified products, placement coordinates, and shoppable metadata.
Use cases

What you can build.

Integrations
PLM + ERP Workflows
Pull demand scores directly into your product lifecycle tools. Gate production decisions with objective data — not gut calls.
Analytics
Demand Dashboards
Build custom dashboards that track demand performance across SKU sets, seasons, and categories. Pipe into Tableau, Looker, or your own stack.
AI Agents
Demand Graph as Context
Feed structured demand signals into AI shopping agents. Every creator pick and shopper vote becomes queryable context — so agents surface the right products at the right moment.
Early Access

Join the API beta.

The Demand API is in private beta. We're working with a small set of design tools, ERPs, and analytics platforms. Tell us what you're building.