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Why 90‑Day Pilots Work for Sourcing & P2P
Short, well‑scoped pilots de‑risk transformation and prove value where it matters most: cycle time, quality, and adoption. The fastest wins come from pairing advanced models with human oversight so judgment, ethics, and context stay in the loop. That generative ai in procurement prevents “black‑box” decisions while accelerating throughput.
Set the Foundation First
Before sprinting, confirm clean taxonomies, a reliable supplier master, and access to external market, risk, and commodity signals. Models perform best when internal data is standardized and enriched with outside context, which improves precision for discovery, scoring, and drafting tasks across sourcing and payables.
1. Intake Triage and Demand Shaping
Route requests to the right path instantly—strategic sourcing, catalog buy, or guided self‑service—while summarizing business need, budget, and timelines. Early, AI‑assisted clarification reduces back‑and‑forth and unlocks faster cycle starts.
2. RFx Drafting and Scope Clarification
Transform a brief into fit‑for‑purpose RFx sections, evaluation criteria, and supplier questionnaires. Human reviewers finalize scope and guardrails so what goes out is consistent, defensible, and tailored to the category.
3. Supplier Discovery and Market Briefs
Scan internal performance data and public sources to surface candidate suppliers and produce concise market snapshots. Category teams validate shortlists and enrich the brief with relevant financial, ESG, or capacity indicators.
4. Bid Normalization and Evaluation Support
Convert diverse proposals into a common structure, highlight outliers, and draft comparison narratives. Teams retain final judgment, using the analysis as a starting point for clarification rounds and negotiations.

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