Start free. Upgrade when you need more. No hidden fees, no compute surprises.
For individuals and small projects exploring sparsity.
For startups and teams shipping production AI.
For large-scale deployments and compliance-driven teams.
High-volume users can pay based on actual compute saved rather than a flat monthly fee. Costs scale with the value you receive — nothing more.
Submit a model, receive results in minutes. No queue, no waiting for a data scientist to review.
Every output model is validated against your baseline. We report the exact accuracy delta — not an estimate.
Every optimization produces a report with FLOPs saved, energy reduction, and CO2 equivalent. Signed and auditable.
Fully documented REST API to integrate the optimizer into your existing training and deployment pipelines.
Outputs in PyTorch (.pt), TensorFlow SavedModel, and ONNX. Compatible with your existing serving infrastructure.
We publish methodology and benchmarks publicly. No black box — you can reproduce our results.
In our benchmarks, structured sparsity with calibration maintains accuracy within 0.1% of baseline on most architectures. We validate every output before delivery and report the exact delta. If the result falls outside your threshold, we flag it — you only pay for results that meet your spec.
We support transformer-based LLMs, CNNs, and recurrent architectures in PyTorch and TensorFlow. We handle weights up to the parameter limits of your plan. Edge cases — custom layers, non-standard attention — are covered under Enterprise consulting engagements.
We measure FLOPs before and after optimization using hardware-accurate profiling, then convert to energy using published GPU TDP figures and regional grid intensity data from Electricity Maps. The report is signed and includes the full methodology so it can withstand third-party audit.
On-prem deployment is available on the Enterprise plan. We ship a containerized version of the optimizer engine that runs in your private infrastructure. Your model weights never leave your environment. Contact sales to discuss deployment options.
Model weights are encrypted in transit and at rest. We process them solely to produce the optimized output — they are deleted within 24 hours of your job completing. We do not train on customer models or retain weights beyond that window.
No credit card. No commitment. See the savings for yourself.
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