The verdict your customers trust. Not your internal bench number.

Vinny runs matched prediction-vs-measurement experiments on your cold plate and issues a third-party conformance verdict on Rth / ΔP spec. Bring it to the qualification. The verdict holds because it comes from a neutral referee.

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Sample conformance report

Prediction-vs-measurement residuals, per metric

Metric	CFD prediction	Measured	Residual	Status
Rth (°C/W)	0.041	0.043	+4.9%	PASS
ΔP (kPa)	18.2	19.1	+4.9%	PASS
ΔT max (°C)	12.4	11.9	−4.0%	PASS
Flow uniformity	0.94	0.87	−7.4%	OUT OF SPEC

Illustrative report — actual residuals vary by geometry and flow conditions.

The problem

Customers don’t trust your bench number.

When you bid a cold plate design and pursue a qualification slot, your customer will not accept a bench measurement you ran yourself. The asymmetric-trust structure means the vendor — you — must prove conformance to a skeptic who controls the design-win decision. An internal number carries the same bias risk as no number at all.

What Vinny changes

A verdict from a neutral referee is structurally different.

Vinny owns the full loop — geometry intake, CFD prediction scoring, fabrication coordination, bench measurement, and final verdict delivery — with no commercial stake in the outcome. The independence is the product. Every engagement also compounds a proprietary matched prediction-vs-bench corpus that no incumbent cold-plate maker can replicate.

The process

From geometry intake to signed verdict, in one loop.

Geometry intake

Submit your cold plate drawing. We review tolerances and flag ambiguities before the clock starts.

Prediction scoring

Independent CFD model generates a performance prediction against your stated spec targets.

Fabrication and bench

We coordinate fabrication and run measurements in a neutral facility. No vendor-owned test stand.

Verdict delivery

A signed conformance report with prediction-vs-measured residuals. Third-party origin, full audit trail.

Structural advantage

Source literature corpus

±5%

Residual target band

100%

Independent facility

Commercial stake in outcome

Ready to qualify

Start with a discovery call.

We review your geometry, flag any spec ambiguities, and explain what a Vinny engagement looks like for your specific cold plate and customer scenario.

Book a discovery call

Or email hello@vinny.com directly.