Enter your material, tool, and operation. Our AI recommends optimal cutting parameters, predicts tool life and surface finish, flags chatter before it happens, and prices every part — backed by real machining science.
Pick your job parameters on the left. The engine runs real machining math — Taylor tool-life, regenerative chatter stability, and cost modeling — and returns a complete cutting recipe.
Define the cut
Set your job parameters and hit Optimize parameters.
| ConservativeSafe | OptimalAI pick | AggressiveMax MRR |
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Cost model assumes a $95/hr machine rate and a representative 1.2 in³ of stock removed per part. Estimates are derived from Machinery's Handbook reference data and standard cutting-mechanics models — validate on a test part before production.
A physics-aware optimizer that thinks like your best programmer — and never forgets a material.
SFM, RPM, and feed-per-tooth tuned to your exact material, tool geometry, and operation — in both imperial and metric.
Taylor tool-life modeling estimates minutes and parts-per-edge so you can plan tool changes and quote accurately.
Regenerative-chatter analysis maps stable depth of cut against spindle speed, steering you toward quiet, productive RPMs.
Tell it the Ra you need; the engine back-solves the feed to hit your finish on the first pass.
Machine time and amortized tooling combine into a live per-part cost so you can quote with confidence.
See conservative, optimal, and aggressive recipes side by side and pick the trade-off that fits the job.
Real machining science, wrapped in a one-click workflow.
Material, tool, operation, finish, tolerance, and machine rigidity — the same things you'd tell a setup sheet.
Cutting-speed tables, Taylor wear curves, and stability-lobe equations evaluate thousands of parameter combinations.
The engine trades MRR against tool life, finish, and chatter margin to find the sweet spot for your shop.
A complete, machine-ready parameter set with predicted outcomes and cost — ready to post to the controller.
Apprend Technologies brings AI-driven process optimization to machine shops of every size. Cut scrap, extend tool life, and quote faster.
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Demo site — any username and password will work.
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