SupplyAgent

SupplyAgent

sourcing agent

One interface for requirements, supplier discovery, RFQs, outreach, quotes, risk, QC, and report output.

What do you need sourced?

Describe the hardware, upload files, set region constraints, and let the agent produce the sourcing brief, supplier plan, outreach, quote comparison, and QC-ready report.

We need a pilot supplier shortlist for AI data center rack hardware: rack frame, liquid cooling manifold, cable harnesses, export packaging, RoHS documentation, and a QC plan. Destination is the United States. Prioritize dual-source resilience and tariff-aware sourcing.
rack_requirements.pdfsample_front_door.jpgcooling_manifold_reference.png

I can run this as a manufacturing sourcing sprint. I will start with a controlled brief, avoid sharing sensitive CAD in first-touch outreach, then discover and score suppliers across multiple regions.

structured intake

Sourcing brief

Project

AI rack pilot sourcing sprint

Category

Data center rack

Destination

United States

Priority

dual-source resilience

Preferred regions

China, Taiwan, Mexico, United States

Files

3 attached

View structured sourcing briefView JSON
{
  "project_name": "AI rack pilot sourcing sprint",
  "customer": "ColoForge Labs",
  "category": "Data center rack",
  "destination_country": "United States",
  "preferred_regions": [
    "China",
    "Taiwan",
    "Mexico",
    "United States"
  ],
  "priority": "dual-source resilience",
  "dual_source_required": true,
  "files": [
    "rack_requirements.pdf",
    "sample_front_door.jpg",
    "cooling_manifold_reference.png"
  ]
}

Before I run each step, I will collect the minimum required materials.

This keeps the workflow agentic: I ask for what is blocking the next action, use what is already uploaded, and defer anything that is not needed yet.

intake checklist

Documents and materials needed by step

1. Sourcing brief

Lock the commercial and regional strategy before searching suppliers.

3 needed

Already captured

Project description
Destination country
Preferred regions
Dual-source priority

Ask user next

Target annual volume
Target landed unit cost
Unacceptable supplier criteria

Can defer

Reference supplier examples
Competitive product links

2. BOM and technical package

Normalize parts into supplier-searchable manufacturing requirements.

4 needed

Already captured

BOM spreadsheet
Rack assembly STEP package
Cooling manifold PDF

Ask user next

Latest BOM revision
Critical tolerances
Finish and coating requirements
Packaging constraints

Can defer

Reference images
Existing sample photos
DFM notes

3. RFQ readiness

Create an RFQ that suppliers can quote without exposing unnecessary IP.

3 needed

Already captured

Quantity stage
Target lead time
Certification hints

Ask user next

NDA requirement
Files approved for first-touch sharing
Required quote format

Can defer

Preferred Incoterms
Payment term preference

4. Supplier verification

Separate real factories and capable manufacturers from weak matches.

3 needed

Already captured

Target regions
Capability taxonomy
Risk tolerance

Ask user next

Factory evidence requirements
Compliance must-haves
Export destination constraints

Can defer

Known bad suppliers
Referral network contacts

5. QC and report

Turn quotes into a customer-ready sourcing recommendation.

3 needed

Already captured

QC-ready report structure
Risk scoring model
Dual-source strategy

Ask user next

Inspection criteria
Acceptance thresholds
Decision owner

Can defer

Preferred QC agency
Sample approval workflow

Recommended agent sequence

Sourcing Brief Agent

Convert intake data into a structured sourcing brief.

ready

Ask missing intake questions, then run Manufacturing Taxonomy Agent.

Manufacturing Taxonomy Agent

Infer manufacturing processes, materials, regions, and supplier filters.

ready

Generate channel-specific search terms and import candidate suppliers.

Supplier Discovery Agent

Find corresponding suppliers across relevant supplier channels.

78%

Import candidate list, dedupe, then run Supplier Verification Agent.

Outreach Agent

Create controlled first-touch outreach without over-sharing sensitive IP.

80%

Generate supplier-specific messages for the top 20 candidates.

For supplier discovery, I would use marketplace signals only as leads, then verify factory evidence, certifications, export experience, and response quality before shortlist.

supplier discovery

Channels and verification plan

Alibaba Verified Suppliers

China and global exporters

manual import / operator-assisted RFQ

Treat Verified Supplier as a starting signal. Require factory evidence, certification files, export history, and cross-platform checks before shortlist.

Taiwantrade / TAITRA

Taiwan

search terms + supplier import

Prefer suppliers with Taiwantrade profiles, trade-show evidence, certifications, and clear export support.

Made-in-China

China

manual RFQ package + candidate import

Use audited supplier claims only with audit report review and independent certification checks.

Global Sources

Asia

supplier search + event directory import

Use platform verification plus trade-show participation as evidence, then request factory/QC proof.

Initial matching says these manufacturers should be pursued first for capability fit, regional optionality, import risk, and dual-source coverage.

SupplierRegionCapabilitiesRiskAction
Pearl River Rack SystemsChinarack frame, perforated doors, powder coating, assemblymediumGenerate supplier-specific RFQ
Taichung Thermal SystemsTaiwancold plates, manifolds, leak testing, CNC aluminummediumGenerate supplier-specific RFQ
Ohio Rapid Sheet MetalUnited Statessheet metal, rack prototype, powder coating, short-run assemblylowGenerate supplier-specific RFQ

I also found missing inputs that should be resolved before detailed CAD disclosure or sample commitment.

Rack height: 42U / 45U / 48U?

Width and depth?

Static and dynamic load rating?

Seismic requirement?

Door type and airflow requirements?

Next question I would ask the user

Please upload the latest BOM revision and confirm which files are approved for first-touch supplier capability checks versus NDA-only disclosure.

generated artifact

First-touch RFQ draft

Supplier outreach draft

We are running a global sourcing sprint for ColoForge Labs. Please confirm whether your team can support Data center rack components for delivery to United States.

- 42U server rack frame: qty 20, cold rolled steel, 600mm x 1200mm x 42U, finish powder coated black. Notes: Needs perforated front/rear doors and export packaging.
- Perforated front and rear doors: qty 40, cold rolled steel, To fit 600mm x 42U frame, finish powder coated black. Notes: Airflow percentage must be confirmed.
- Liquid cooling manifold kit: qty 20, aluminum or stainless steel, Rack side-mount, final CAD pending, finish anodized or passivated. Notes: Needs pressure rating and leak test procedure.

Please reply with capability fit, unit price, MOQ, sample cost, tooling cost, lead time, Incoterm, payment terms, certifications, export/logistics notes, and DFM concerns.

Open questions:
- Rack height: 42U / 45U / 48U?
- Width and depth?
- Static and dynamic load rating?
- Seismic requirement?
- Door type and airflow requirements?
- Confirm sourcing-critical detail for 42U server rack frame: Needs perforated front/rear doors and export packaging.
- Confirm sourcing-critical detail for Perforated front and rear doors: Airflow percentage must be confirmed.
- Confirm sourcing-critical detail for Liquid cooling manifold kit: Needs pressure rating and leak test procedure.

The same agent framework also has a growth lane: when you ask who to sell SupplyAgent to, it generates an ICP, public-web search queries, lead scores, and manual outreach drafts with compliance guardrails.

growth lane

Current ICP targets

AI data center operatorColocation providerGPU cloud providerRobotics startupHardware accelerator portfolio companyBattery, BMS, PCBA, or cable assembly hardware startup
Open growth agent

SupplyAgent focuses on manufacturing sourcing execution: suppliers, RFQs, quotes, risks, QC, and reports.