cost-modeling

Semantic caching demo with real-time streaming and a cost & sizing calculator, powered by Azure Managed Redis and Azure OpenAI.

Concurrency-aware effective-cost meter for self-hosted vLLM inference — companion artifact to arXiv:2606.11690 (Beyond Per-Token Pricing).

Companion code for Performance and Cost Benchmarking of Cloud Resources for Large-Scale Molecular Descriptor Computation

Open-source techno-economic model and interactive LCOE calculator for UK Space-Based Solar Power (SBSP), covering launch cost, system mass, efficiency, lifecycle and finance.

Authenticated Triton/OpenAI serving benchmark with clock-aware agents, agent/coordinator restart reconciliation, privacy-safe aggregates, and reliability gates.

Reproducible microbenchmark for modeling domain crossing energy in heterogeneous compute systems.

NLR Wind Turbine Cost and Scaling Model

Estimates a company's ML inference spend from public hiring and engineering signals — cost math in Python, never from the model.

Independent calculator for Ukrainian national-LLM training scenarios using public infrastructure assumptions and auditable cost formulas.

Dual-method federal contract cost estimator: parametric (CER) + analogy estimating with automated disagreement detection. Validated live against USASpending.gov API. 29/29 tests passing.

A full-stack GPU profiling and simulation framework that bridges high-level Python ML code with low-level hardware metrics (SM Banks, Tensor Cores) for precise performance analysis.

Driver-based model to estimate infrastructure cost impact of product experiments (Lambda, DynamoDB, CloudWatch)

Python geospatial pipeline behind the NKSK green fuel break tool. Scores 280 road segments across 198 km of leeward Hawai'i Island corridor on per-segment drought probability, native species suitability, and 3-year cost.

Quantifies vehicle design complexity cost using ML and portfolio optimization. Gradient Boosting achieves R²=0.93 on MSRP prediction across 11,914 vehicles.

Distributed engineering cost modeling and team topology pricing platform for CTO decision making.

Infrastructure cost modeling with usage derivation: compute cloud costs from traffic flowing through service dependency graphs

Weighted decision model for freight acceptance built on 18 completed loads from one owner-operator operation.

Anlora (meetanlora.com) sells an autonomous AI chatter for OnlyFans talent agencies: a managed service that runs day-to-day fan messaging on an agency's existing management platform, with optional human oversight, priced as a flat 20% revenue share on AI-generated payouts with a 7-day card-free trial and no technical integration.