OpsGuru OpenAI Inference Optimizer

OpenAI Inference Optimizer: A Two-Week Assessment With a Working Proof on Your Own Models and Traffic

Inference is often the largest and least-examined cost line in AI operations. Generic benchmarks rarely fit real workloads because quantization, batching, autoscaling, and caching each trade off cost, latency, and accuracy differently. Architecture choices--Amazon SageMaker, Amazon Bedrock, or self-hosted; on-demand or provisioned throughput--are hard to reverse once committed, and choosing without evidence is expensive.

OpsGuru's Optimized AI Inference assessment gives you proof before spend. In two weeks, we benchmark your actual models and production traffic, deliver a working optimization live on Day 15, and leave you with a costed roadmap. You decide what happens next with evidence in hand, not slides.

How OpsGuru Gets You There

Week 0 - Readiness and Access: We review your models, endpoints, traffic patterns, and architecture, then set up secure, read-only access to your environment.

Weeks 1-2 - Benchmark and Build: We evaluate quantized and distilled models and batching strategies, model on-demand and provisioned throughput costs, design monitoring and rollback, and deploy your top quick win as a working proof.

Day 15 - Decide: You receive a live demo with before-and-after metrics, a business case, and a prioritized roadmap. If you proceed, a scoped SOW for the first paid phase is ready.

What You Walk Away With

• A working optimization running on your chosen architecture • A benchmark report covering cost per token, latency, and accuracy • A roadmap ranked by effort and impact: quick wins in 30 days, medium-term in 90, and longer-term rearchitecture options • You own every output, whether or not you continue

Who This Is For

Teams running production inference on AWS--on Amazon SageMaker, Amazon Bedrock, or self-hosted endpoints--who are approaching an inflection point such as a funding round, a pricing change, or scaling inference. Engineering leadership should be able to act within 30 to 90 days.

Team Benefits

Engineering Leaders: A benchmark on real production traffic with effort estimates before you commit engineering time. Finance: A defensible cost baseline and ranked savings opportunities for forecasting and funding conversations. Product: Clear unit economics and quick wins that do not disrupt delivery.

Why OpsGuru

OpsGuru is an AWS Premier Tier Services Partner with AI Services, DevOps, and Migration competencies. Senior experts run every assessment end to end. AI agents draft the opportunity map, readiness snapshot, and roadmap, while OpsGuru engineers validate them, build the working proof, and own the relationship.

Find out what your inference should cost. Start with a two-week Optimized AI Inference assessment.