Suppliers Know What Your Parts Cost to Make. aiSource Does Too. Introducing aPriori’s New AI Sourcing Solution

Key Takeaways:

• aiSource levels the playing field. aiSource gives buyers the same manufacturing cost intelligence suppliers already have — closing the gap that causes more than three-quarters of missed savings targets
• Engineering depth served up in an actionable format. Plain-language AI guidance puts engineer-level insight directly into every buyer’s workflow
• It offers faster cycles and bigger savings. Early targets: 90% faster prep, 50% faster negotiations, 3X more realized savings

The Full Article

The Negotiation Has Always Been Unfair. aiSource Changes That.

Every supplier negotiation starts with an imbalance. The supplier walks in knowing exactly what their parts cost to make—the materials, the process, the cycle time targets, the margin. Your buyer walks in skilled, prepared, and ready to push. What they often don’t have is the one thing their supplier already does: a precise, defensible picture of what the part actually costs to produce.

That gap is where savings get left on the table. aPriori’s research found that 77% of procurement teams miss their own savings targets every year. Not because their buyers aren’t skilled—most are. It’s because they’re walking into the room without the cost intelligence to go toe-to-toe with a supplier who knows their own cost structure cold.

aiSource closes that gap.

From Price Pressure to Cost Truth

Most AI tools applied to procurement are only as good as the intelligence underneath them. When that intelligence is built on historical pricing, manual benchmarks, or supplier-submitted data, the AI amplifies the problem rather than solving it.

aiSource is built on something fundamentally different: aPriori’s automatically generated, physics-based, deterministic manufacturing and cost intelligence. Not what a supplier says a part costs. What it actually costs to make—grounded in how the part is designed, what materials it requires, what processes produce it, and what those processes cost in the relevant region of the world.

That distinction matters because it’s exactly what suppliers are working from. When a supplier defends their quote, they’re citing cycle time targets, material costs, and process assumptions. aiSource gives buyers the same reference points—and makes them accessible to every buyer on your team, with clear, actionable guidance at every step of the negotiation, without requiring a cost engineer in the room.

The conversation shifts from “can you do better?” to “here’s why it should cost less.” That’s the shift from price pressure to cost truth. And it changes everything about how the negotiation goes.

What Makes aiSource Different

The intelligence underneath aiSource is the same foundation aPriori has been building for over two decades: digital factory simulations that model real-world production environments, regional data libraries covering 93 global markets updated quarterly, and physics-based cost models that reflect how parts are actually manufactured—not averaged across historical quotes.

What aiSource adds is the AI layer that makes that intelligence usable by every buyer in every negotiation, in real time, in plain conversation. No specialist support. No weeks of prep. No manufacturing background required.

A buyer preparing for a contract renegotiation opens aiSource. Within moments, they have a clear picture of the key cost drivers behind the part’s should-cost, and the most viable paths to closing the gap between the quoted price and the part’s actual should-cost. Then, the buyer will get a recommended approach for opening the negotiation—including how to respond when the supplier pushes back.

During the call, aiSource doesn’t go dark. As the supplier responds, the buyer enters their feedback. The guidance updates in real time, recommending the buyer’s next move as the conversation evolves. Preparation that used to take three weeks closes in days.

We are not asking buyers to become engineers. We are putting an engineer’s level of insight inside the workflow they already run.

— Fielder Hiss, Chief Product Officer, aPriori

The Numbers Behind The Shift

aPriori is benchmarking aiSource against its own baseline.

Expertise At Scale

What separates your most effective negotiators isn’t simply their title or tenure. It’s the experience they’ve accumulated the hard way—sitting through difficult conversations, learning which supplier arguments hold up and which don’t, and figuring out how to use the data available to them to their advantage. They understand cost structures. They anticipate objections. They negotiate on facts.

The challenge has always been that this kind of expertise doesn’t transfer easily. aiSource changes that. It gives every buyer on your team the grounding your best negotiators develop over years: a clear picture of what a part should cost, an understanding of how the supplier is likely to respond, and a recommended path forward at every turn of the conversation.

In high-volume procurement operations, that consistency across your entire team is where the real competitive advantage lives. When every negotiation is grounded in cost truth rather than gut feel, the outcomes follow.

Built On aPriori’s Full Sourcing Platform

aiSource is the first AI sourcing-focused capability built on the aPriori Platform—and it’s the first in a series of AI-enabled capabilities aPriori plans to deliver over the next year. But the platform it’s built on already extends well beyond negotiation prep.

Sourcing professionals can automatically generate cost reports and identify savings opportunities across their portfolio. They can compare complex sourcing scenarios across regions, routings, materials, and suppliers, and determine make vs. buy decisions earlier in the process. And all through automation that eliminates the manual tasks that drain capacity from strategic work.

For teams pursuing the highest levels of sourcing maturity, aPriori’s “Zero RFQ” approach provides should-cost models and access to regional data libraries for rapid global sourcing comparisons. It enables teams to identify optimal suppliers and production routes without waiting on lengthy quoting cycles.

aiSource is where that capability becomes conversational. It’s the starting point for an end-to-end procurement intelligence strategy, purpose-built for the negotiation table.

The Opportunity Is Now

Procurement leaders evaluating AI sourcing tools should look beyond surface-level automation. The real question is: what is the intelligence actually grounded in?

With aiSource, the answer is two decades of physics-based manufacturing cost data—updated regional libraries, deterministic should-cost models, and predictive analytics that turn cost intelligence into a negotiation strategy. And, it’s accessible to every buyer on your team, in every negotiation they run.

77% of procurement teams miss their savings targets every year. Your suppliers have always known what your parts cost. Now you do too.

Learn more or request a demo at apriori.com/aisource, or register for the upcoming launch webinar to see aiSource in action before it’s broadly available.