Standard Excel lookup tables ignore setup bottlenecks and tolerance spikes. Generic LLMs hallucinate numbers. BoundedQuote calibrates on just 200 of your past jobs in <1 second and wraps every new quote in a mathematically guaranteed 90%–95% cost coverage band.
Real-time probability wave $P(Y_{n+1} \in \hat{C}_\alpha(X_{n+1})) \ge 1 - \alpha$
Watch the live telemetry pipeline below: we combine synthetic Prior-Data Fitted Networks (TabPFN) with Distribution-Free Split Conformal Calibration (MAPIE).
Configure a custom part RFQ below or load a preset to compute real-time Split Conformal cost bounds.
Mahalanobis feature distance exceeds 95th percentile of your historical shop jobs (exotic alloy + ultra-tight tolerance). The conformal interval has automatically widened to protect your margin. Recommend quoting at the 95% Bulletproof Ceiling.
Quoting based on Excel loses $590 before margin.
Mathematically guarantees cost coverage + target margin on 9/10 jobs.
Covers worst-case tool wear, scrap spikes, and setup overruns.
In our zero-network cold outreach playbook, we offer shop owners a free audit of their past 200 jobs. Upload any CSV (or click below to run on our 412-job CNC Shop dataset) to see the exact jobs where linear Excel formulas silently bled profit.
| Job ID | Material & Spec | Excel Quote | Actual Cost | Net Loss | BoundedQuote 90% |
|---|
Click any high-intent long-tail search page below to preview how BoundedQuote captures #1 Google rankings for specific manufacturing processes and alloys—and automatically loads that exact calibration profile into the quoter.
For single-estimator custom machine & fabrication shops (up to 1,000 historical rows).
For multi-estimator CNC, EDM, and injection molding facilities (up to 10,000 rows).
Dedicated private TabPFN instance, ITAR/SOC2 compliance, and custom API webhooks.