AI Prompts for Sourcing Strategy

Sourcing strategy is the category-level decision about where and how to buy: single or multiple suppliers, local or global, spot or contracted, and what mix of price, risk and flexibility you are optimizing for. It sits between procurement strategy (which tells you how much the category matters) and supplier selection (which picks the names).

The prompts here cover the three pieces that are usually rushed: understanding the supply market as a market, comparing options on total cost rather than unit price, and sequencing the work so a sourcing event does not collide with contract end dates and production needs.

Before you use these

Have these ready to replace the highlighted [variables]:

• Category specification and annual volume
• Current suppliers, prices, terms and contract dates
• What you know about the supply market: capable suppliers, capacity, geography, input cost drivers
• Constraints: lead-time tolerance, quality requirements, regulatory or ESG rules

The prompts

• 1. Analyze the supply market
• 2. Compare sourcing options on total cost of ownership
• 3. Build the sourcing plan and timeline

1. Analyze the supply market

Act as a sourcing analyst building a supply market analysis for [category].

What we know: [suppliers we use or know of, their locations, approximate market shares, our spend, input materials, typical pricing basis]
Requirements: [spec, volume, quality, lead-time tolerance, regions we can buy from]

Structure the analysis:
1. Market structure: fragmented or concentrated, number of capable suppliers for our spec, barriers to entry, regional clusters.
2. Supplier power versus buyer power: our share of a typical supplier's revenue, switching costs both ways, availability of substitutes, capacity utilization in the market.
3. Cost structure: main cost drivers (raw material, energy, labor, logistics) and their approximate share, the indices they track, and what this implies for how prices should be negotiated (indexed vs fixed).
4. Trends: capacity additions or exits, consolidation, regulatory changes, technology shifts, geopolitical exposure.
5. Sourcing implications: whether the market favors competitive bidding, long-term partnership, or supply security tactics; the realistic price and lead-time ranges; the risks to design for.

Mark every market fact you state as either 'from inputs' or 'needs verification'. Do not present estimated market shares or prices as known.

2. Compare sourcing options on total cost of ownership

You are comparing sourcing options for [category] on total cost of ownership.

Options: [for each: supplier(s), location, unit price, MOQ, lead time, payment terms, incoterms]
Cost inputs: [freight per unit or shipment, duties/tariffs %, inventory carrying cost %, expected safety stock by lead time, quality cost (defect rate, rework/returns), transaction and management cost, tooling or qualification cost, currency]
Annual volume: [units] Risk appetite: [description]

1. Build a TCO per unit and per year for each option: price + freight + duty + carrying cost of pipeline and safety stock + quality cost + management cost + amortized one-off costs. Show each line.
2. Add a risk adjustment: expected cost of disruption = probability × impact, using stated assumptions.
3. Compare single-source, dual-source (with a stated split) and multi-source configurations, including the cost of maintaining a secondary source.
4. Sensitivity: the change in volume, freight rate, currency or duty at which the lowest-TCO option changes.
5. Recommend a configuration and the two assumptions the recommendation is most sensitive to.

Do not omit a cost component silently — if a figure is missing, use a bracketed range and show its effect on the ranking.

3. Build the sourcing plan and timeline

Act as a sourcing project manager planning a sourcing event for [category].

Approach chosen: [e.g. competitive RFP to move from single to dual source]
Constraints: [current contract end date, notice periods, qualification/validation time, production or seasonal blackout periods, internal approvals]
Stakeholders: [engineering, quality, finance, operations, legal]

Build a plan working backward from [go-live date]:
1. Phases: market engagement (RFI/RFP), evaluation, negotiation, award and contracting, qualification and sampling, transition and ramp, exit of incumbent (if applicable).
2. For each phase: duration, start and end dates, owner, inputs required, deliverable, decision gate.
3. Dependencies and the critical path.
4. Transition plan: inventory build before switch, parallel running period, incumbent exit terms, contingency if the new supplier fails qualification.
5. Risk register for the project: slippage risks, stakeholder risks, market risks, with mitigations.
6. Communication plan for the incumbent, including when and what.

If the backward schedule shows insufficient time before the constraint date, say so clearly and give the options: extend the incumbent, shorten qualification with stated risk, or phase the transition.

Related prompts

• Procurement Strategy
• Supplier Evaluation
• RFP and RFQ Drafting
• Supplier Risk Assessment
• Make-vs-Buy Analysis
• Logistics Cost Analysis

Logical next step

After this, most operations teams move on to Procurement Strategy.

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