AI Layer

Intelligence built into every layer

End-to-end procure-to-pay and dispatch-to-delivery automation powered by AI-driven catalogues, pricing intelligence, and lead recommendations.

1VP AI

01

AI-Driven Catalogues

Intelligent product discovery at scale

Our AI engine auto-enriches product catalogues by extracting and standardising attributes from unstructured data — descriptions, catgeorisation, and specs. Partners get consistent, searchable, and comparable product listings without manual curation overhead.

Capabilities

  • Automatic attribute extraction from unstructured data
  • Duplicate detection and catalogue deduplication
  • Smart category mapping across SKUs
  • Continuous enrichment as new products are onboarded

02

Pricing Intelligence

Context-aware pricing intelligence for every transaction

1VP’s pricing intelligence layer transforms historical, unstructured transaction data and RFIs into a searchable knowledge base using vector-based retrieval. By embedding quotes, contracts, and vendor responses in a vector database, it dynamically matches incoming RFIs with similar past scenarios to generate real-time pricing benchmarks, detect deviations, and surface negotiation insights. Buyers gain transparency on fair value; sellers optimise pricing with data-backed precision while protecting margin.

Capabilities

  • Vector-based retrieval of historical quotes and RFIs for contextual price matching
  • Real-time SKU and category-level price benchmarking using semantic similarity
  • AI-assisted pricing suggestions
  • Spend and pricing trend analysis for procurement optimisation

03

Lead Recommendations

Right buyer, right seller, right time

Using Order history, current catalogue, category affinity, and previous RFI responses, 1VP recommends the most relevant RFIs toselling partners to buyers. The result is a self-improving RFI marketplace that reduces search friction on both sides.

Capabilities

  • Personalised RFI shortlisting
  • Buyer-intent signals surfaced for sellers
  • Recommendation based on fulfilment capacity
  • Feedback loop that improves with every transaction