
Make Every Buyer Negotiate Like Your Best One
aiSource™ is the negotiation assistant that brings aPriori Intelligence and AI together to help sourcing teams act faster, align easily, and consistently deliver more savings.

Sourcing Doesn't Have to Be Slow, Fragmented, or Uncertain
aiSource applies AI to aPriori's objective manufacturing and cost intelligence—so you know what it should cost upfront and can consistently capture more savings.
Connect sourcing, engineering, and cost expertise in one place—so you can validate assumptions, respond to suppliers, and move negotiations forward faster.
aiSource embeds proven sourcing expertise, playbooks, and real-world outcomes built over decades—so every buyer can execute with confidence and deliver consistent results.
How aiSource Makes Every Buyer Your Best One
From aligning your team to preparing your strategy to advising the most effective, fact-based response to your supplier, aiSource puts aPriori's Product Intelligence to work for every sourcing professional on your team.Bring Clarity to Every Supplier Conversation
Know what to challenge before the conversation starts.Turn supplier quotes and cost data into a clear, negotiation-ready view so you can respond faster, challenge assumptions, and stay in control.
Overhead — Evidence Supporting Our Baseline
What aPriori Models
- Total overhead rate of ~$68.55/hr, split between direct (~$49/hr) and indirect (~$19.53/hr)
- Energy cost derived from the machine's actual power draw (41.2 kW) at ~$0.155/kWh
- Results in a direct overhead cost of ~$0.51 per part
How to Use This in the Negotiation
- Ask the supplier to walk through their machine rate build-up: machine price, depreciation schedule, uptime, shift structure, and energy cost
- Challenge any use of a flat shop overhead rate
- Confirm the supplier is running a fiber laser, not an older CO₂ laser
Key Caveats
The part runs at ~95 parts/hour — if the supplier's cycle time is significantly longer, that is a separate lever worth investigating before pushing on overhead
Negotiation Tactics — AP-000-702
Summary of Negotiation Tactics Sequencing
- Open with a collaborative framing and request a cost breakdown
- Focus first on material — utilization and price per kg
- Validate the cutting process and machine technology
- Anchor to a target range of $4.50–$5.50 backed by specific data points
Close with volume and relationship levers to get the supplier across the line
How to Verify Their Claim
Step 1 — Ask for the Machine Rate Build-Up
Step 2 — Cross-Check the Electricity Rate
Step 3 — Validate Machine Power Draw
Step 4 — Quantify the Actual Energy Cost Per Part
How to Respond to the Supplier
Frame it transparently and without accusation:
"We understand energy costs are a real factor, and we've modeled them in our analysis. Based on your machine's power draw and regional electricity rates, energy contributes roughly $0.07 per part. Even accounting for higher local rates, it's difficult to see how energy alone explains the gap between our estimate and your quote. Can you walk us through your full machine rate build-up so we can understand where the difference sits?"
With aiSource, you don't just see the data, you know how to use it.
Stop leaving savings on the table.Close the gap between supplier pricing and should-cost faster, transforming identified opportunities into realized results.
Move Faster. Cover More Spend. Realize More Savings.
aiSource helps strategic sourcing teams turn identified opportunities into measurable outcomes by reducing delays, increasing confidence, and scaling expert-level decision making.less time spent negotiating with suppliers
less time spent preparing negotiation strategies
more in
realized savings







