TokenAtlasThe TokenAtlas Blog
Practical guides on AI productivity, workflow automation and cost-aware model selection.
OpenAI Cost Optimization ā 9 Ways to Cut Your Bill
Actionable OpenAI API cost optimization guide. Reduce token spend with model selection, prompt caching, batch API and monitoring ā with real dollar examples.
Read OpenAI Cost Optimization ā 9 Ways to Cut Your BillOpenAI GPT-5 Pricing: What to Expect and Plan For
GPT-5 has no published price yet. How to budget for a frontier reasoning tier using o1/o3 reference rates as planning assumptions.
Read OpenAI GPT-5 Pricing: What to Expect and Plan ForMeta Llama Pricing: Hosted Rates and Self-Hosting Cost
Llama pricing across hosted providers (Together, Groq, Fireworks) plus the GPU economics of self-hosting Llama 3.x in production.
Read Meta Llama Pricing: Hosted Rates and Self-Hosting CostWhy AI Cost Varies Across Teams Running the Same Product
AI bills swing 5ā10Ć between teams shipping similar features. Here is the systemic breakdown of where the variance comes from.
Read Why AI Cost Varies Across Teams Running the Same ProductAI Cost Optimization Guide: End-to-End Playbook
A staged playbook for AI cost optimization: audit, quick wins, structural changes, and continuous improvement.
Read AI Cost Optimization Guide: End-to-End PlaybookAI Spend Management Strategies for SaaS Companies
How modern SaaS teams manage AI spend: budgeting, quotas, customer-level attribution, and procurement leverage with providers.
Read AI Spend Management Strategies for SaaS CompaniesEmbedding Models Pricing: Per-Token Rates Across Providers
Embedding model pricing across OpenAI, Cohere, Voyage, and Google with cost-per-million-vector math for RAG workloads.
Read Embedding Models Pricing: Per-Token Rates Across ProvidersOpenAI GPT-4 Pricing: Per-Token Rates and Cost Breakdown
GPT-4 pricing across GPT-4o, GPT-4 Turbo, and GPT-4o-mini with per-token rates, cached input pricing, and worked cost examples.
Read OpenAI GPT-4 Pricing: Per-Token Rates and Cost BreakdownAnthropic Claude Pricing: Sonnet, Haiku, and Opus Rates
Claude pricing across 3.5 Sonnet, Haiku, and Opus with prompt-cache discount math and worked cost examples per workload.
Read Anthropic Claude Pricing: Sonnet, Haiku, and Opus RatesGoogle Gemini Pricing: Pro, Flash, and Flash-Lite Rates
Gemini pricing across 2.5 Pro, Flash, and Flash-Lite with context-tier rules, caching, and worked cost examples.
Read Google Gemini Pricing: Pro, Flash, and Flash-Lite RatesHow to Reduce AI Cost ā 12 Proven Levers
Twelve concrete ways to cut your AI API bill ā caching, batching, model routing, prompt compression and output limits ā each with the cost lever it actually moves.
Read How to Reduce AI Cost ā 12 Proven LeversToken Pricing Explained ā How AI APIs Actually Bill
Token pricing demystified: what counts as a token, why output costs more, and how providers structure their rates.
Read Token Pricing Explained ā How AI APIs Actually BillOpenAI API Cost Guide ā Pricing, Optimization & Forecasting
Complete OpenAI API cost guide: per-model pricing, batch and cached-input discounts, fine-tuning costs, and how to forecast monthly spend from your own token volumes.
Read OpenAI API Cost Guide ā Pricing, Optimization & ForecastingWhat is AI API Cost? A Plain-English Explanation
A clear, jargon-free explanation of how AI API cost works: tokens, models, input vs output, and what drives the bill.
Read What is AI API Cost? A Plain-English ExplanationClaude API Cost Guide ā Pricing, Caching & Batch Discounts
Anthropic Claude API cost guide: current Sonnet, Opus and Haiku per-token rates, plus how prompt caching and batch processing change the effective price you model.
Read Claude API Cost Guide ā Pricing, Caching & Batch Discounts