Developer & AI Architecture Calculators
Deterministic computational engines for AI inference budgeting, KV cache VRAM allocation, B2B SaaS NRR modeling, and edge object storage economics.
Active Computational Models & Production Desks
Deterministic calculation tools engineered for institutional analysis, underwriting, and risk modeling.
LLM Reasoning & Inference Cost Calculator
Evaluates hidden chain-of-thought token costs and monthly budget scaling for reasoning models versus standard large language models.
Transformer KV Cache VRAM Allocation Modeler
Models High-Bandwidth Memory (HBM) consumption for transformer attention layers during long-context serving.
B2B SaaS Net Revenue Retention (NRR) & Expansion Modeler
Decomposes enterprise customer expansion velocity, down-sell contraction, and logo churn into actionable valuation metrics.
Cloudflare R2 vs AWS S3 Storage & Egress Cost Comparison
Evaluates monthly cloud object storage invoices, API Class A/B request fees, and zero-egress bandwidth margins.
Edge Rate Limiting & Durable Object Sizing Calculator
Calculates actor state memory requirements and distributed partition counts for edge token-bucket traffic shaping.
LLM Speculative Decoding Speedup & Throughput Calculator
Models latency reduction and generation throughput when pairing small draft models with massive target LLMs.
LLM Semantic Cache Hit Rate & Cost Savings Calculator
Models semantic vector embedding similarity thresholds and cost savings for enterprise AI gateways.
Embedding Vector Storage & HNSW RAM Sizing Calculator
Calculates memory, index overhead, and disk requirements for Qdrant, Milvus, pgvector, and Cloudflare Vectorize.
Sparse Mixture of Experts (MoE) VRAM & Bandwidth Sizer
Calculates memory footprint and memory-bandwidth scaling for sparse Mixture of Experts (MoE) LLMs across H100/H200 SXM5 clusters.
KV Cache Architecture & Latent Compression Sizer
Models KV cache memory savings across context windows up to 128k tokens for MHA, GQA, and MLA architectures.
Computational Architecture & Performance Profile
Computational Integrity & Regulatory Disclosures
All computational algorithms are derived directly from published statutory schedules (NCCI Basic Manual, IRC § 179 and § 168(k), SBA Standard Operating Procedures SOP 50 10, and Fannie Mae Multifamily Underwriting Guidelines). Models run deterministically inside Cloudflare Python V8 isolates with zero tracking telemetry and zero third-party client dependencies.