AI Economics & Architecture Studio

AI LLM Token, Pipeline & Latency Forecaster

Project production LLM unit economics. Simulate prompt caching, RAG embeddings, reranking, and multi-model trade-offs across Claude 3.7, GPT-4o, Gemini 2.5, and DeepSeek.

Pipeline Configuration

Primary LLM

Monthly Active Users (MAU)2,500

Requests per User / Month40 reqs

User Input Tokens (per Req)400 tokens

System & Context Tokens (per Req)2,500 tokens

Prompt Cache Hit Rate (%)75%

Output Completion Tokens450 tokens

RAG Vector Embedding SearchCohere Reranking Layer

Monthly Spend

$1,039.75

100,000 calls

Per Request

$0.0104

$0.42 / MAU

Cache Savings

$506.25

per month saved

Est. p95 Latency

7443ms

End-to-end response

Multi-Model Cost & Latency Benchmark

Model	Provider	Monthly Total	Per Request	Est. p95
Claude 3.7 Sonnet	Anthropic	$1,039.75	$0.0104	7443ms
GPT-4o mini	OpenAI	$57.44	$0.0006	4431ms
Gemini 2.5 Flash	Google	$25.70	$0.0003	4070ms
DeepSeek-V3	DeepSeek	$30.58	$0.0003	6899ms

Architecture Recommendations

AI Product Engineering & LLM Architecture

Building an AI-Powered SaaS or Enterprise Pipeline?

I help startups build sub-second streaming LLM interfaces and prompt-caching RAG pipelines.

Discuss AI Integration

Get the 2026 Production LLM Cost & Latency Benchmark

Updated monthly with real-world token economics, prompt caching strategies, and latency telemetry.

No spam. Unsubscribe anytime.

Explore Related Tools

Discover more utility-driven tools designed to enhance your workflow and technical excellence.

Custom Software & MVP Scope Estimator

Estimate development hours, timelines, budgets, and architecture for custom software, SaaS, portals, and migrations.

Product & Founders

Landing Page Conversion Checker

Audit your landing page against high-impact CRO heuristics to find the leaks.

Product & Founders

Equity Compensation Calculator

Compare RSU and ESOP offers. Evaluate vesting schedules, company valuations, and risk-adjusted compensation.

Product & Founders