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The Precedes Edge: Transparent, Trusted, and Optimization-Driven

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Transparent Pay-Per-Optimization

Our unique pay-per-optimization model guarantees that you only invest in measurable, objective optimization improvements—if we don’t hit the agreed targets, you’re proportionally refunded.

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Elite Optimization Engineers

We rigorously verify our optimization engineers through LinkedIn profiles and professional credentials to ensure you’re working with top-tier talent focused exclusively on enhancing your code.

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Fair & Transparent Practices

With Precedes, every engagement is grounded in fairness. Our transparent processes ensure our engineers are rewarded justly while you receive honest, high-quality optimization enhancements.

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Swift, Cost-Effective Optimizations

Experience efficient code optimization improvements that not only accelerate your application but also reduce operational costs and elevate user satisfaction—all achieved with a nimble, results-driven approach.

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The mission hasn’t changed. We just got better tools

Optimize. Accelerate. Transform.

At Precedes, we empower your business with exceptional code optimization. Our platform connects you with expert engineers dedicated to delivering tangible improvements—whether it's faster execution, lower memory usage, or reduced code complexity. Embrace our transparent, pay-per-optimization model and turn your code into a high-performance asset.

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Expert Optimization Engineers

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Optimization Hours Saved

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Total Optimized Projects

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Optimize your code. Accelerate your business.

Connect with expert engineers who specialize in measurable, high-impact code optimizations. From speed to memory and beyond—pay only for real results.

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Frequently Asked Questions

Everything You Need to Know About Precedes

No. Clients are responsible for providing access to reproducible test environments (Docker images, remote VMs, etc.). However, we facilitate secure exchange channels and guidance for setting up benchmarking environments.

Freelancers receive 90% of the total project value. Precedes charges a 10% platform fee on successful optimization deliveries. For example, if the client pays $500 for a verified speedup, the freelancer receives $450.

Just apply through the sign-up page with a completed profile and a LinkedIn URL. Your profile will be manually reviewed. Upon approval, you'll be able to publish Optimization Offerings publicly.

All freelancers agree to Precedes’ confidentiality agreement by default. Optionally, clients can upload their own NDA or use Precedes’ enhanced enterprise NDA for sensitive projects.

Our freelancers optimize a wide range of tasks: execution time, memory footprint, latency, throughput, kernel performance, and inference acceleration — across CPU, GPU, FPGA, and TPU systems.

Precedes uses standardized tools and benchmarks submitted by the client. Each job must include: number of evaluation runs, statistical confidence level, and runtime input sizes. Final acceptance is based on verified, reproducible metrics.

You pay only for measurable gains. When posting a request, you define expected metrics. Payment is proportional to the result achieved. If an optimizer reaches 75% of the promised speedup, you only pay 75% of the pre-agreed amount.

No problem. Precedes is built exactly for those cases. Optimizers can clean up performance bottlenecks and even propose staged plans for aggressive refactoring or modular optimization.

Absolutely. You can request tier-based optimization packages tailored for CPU, GPU, FPGA, or TPU targets. Multiple freelancers may be hired in parallel to improve execution time, memory usage, and throughput before deployment.

Optimizers typically work with their own toolchains. You may need to provide access to representative datasets or reproducible test environments, such as containers or VM snapshots, depending on the tier and service scope.

Yes. Precedes enforces encrypted communication channels, secured file transfers, and optional project-level NDAs. All optimizers must agree to confidentiality terms before joining the platform.

Simply create an account on Precedes and explore available public profiles. You can filter engineers by target architecture and tech stack, review their past metrics, and request an Optimization Offering directly from their profile.

Clockless, Clueless, Cashless — When chips don’t tick and funding runs out

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