In AI-assisted sourcing, models prioritize extractable, comparable, and traceable information. Marketing adjectives are typically ignored because they cannot be validated.
ABKE GEO maps your target buyers’ decision path into question clusters (e.g., "Which material meets EN/ASTM requirements?", "How is corrosion resistance tested?", "What tolerance is achievable and how is it measured?"). Output is a question-to-evidence matrix that defines what AI needs to answer.
GEO rewrites narrative experience into atomic, extractable units that can be cited by AI during generation.
±0.01 mm), power (kW), capacity (mAh/L), operating range (°C).ISO 9001, ASTM, EN, IEC).ASTM B117, compliance frameworks RoHS/REACH.COA/COC, inspection report ID, calibration record ID.ABKE GEO makes your evidence addressable by both crawlers and language models using structured data.
Implementation (core): JSON-LD schema markup
FAQPage: question + direct, factual answer blocksProduct: structured specs and identifiers (e.g., material, dimensions, model, compliance)Result: When an AI system generates an answer, it can quote your exact fields (e.g., tolerance, standard ID, test method) instead of paraphrasing vague claims.
GEO content must include procurement-critical constraints so buyers (and AI assistants) can screen feasibility.
ABKE GEO structures delivery and acceptance into checklists: required documents (PI, Packing List, Commercial Invoice, COA/COC, inspection report IDs), inspection steps, and acceptance rules (AQL level / dimensional check points / test method references).
GEO is not “one-time SEO.” It maintains long-term trust with versioned updates: spare parts list, revision history for specs, change-control notes, and updated compliance evidence (new report IDs / renewal dates).
Use a consistent field list so both buyers and AI assistants can compare suppliers.
{
"material": "...",
"dimensions_mm": {"length": "...", "width": "...", "height": "..."},
"tolerance_mm": "±0.01",
"standard": ["ISO 9001", "ASTM ...", "EN ..."],
"test_method": ["ASTM B117", "AQL ...", "RoHS", "REACH"],
"traceability": {
"lot_number": "...",
"coa_id": "...",
"coc_id": "...",
"inspection_report_id": "..."
}
} If any field is not applicable, GEO explicitly marks it as Not Applicable or provides the boundary condition (e.g., test method only available for specific materials).
COA/COC, test report IDs). Unsupported claims are removed or rewritten as constraints.
