Blog
In-depth, regularly updated writing on AI infrastructure cost — token economics, GPU rentals, vector DB sizing, ROI frameworks, and 2026 inference benchmarks.
- 7 min readvector-dbragpricing
Vector Database Pricing 2026: Pinecone vs Qdrant vs Supabase
A practical 2026 vector database cost comparison — Pinecone, Qdrant, Weaviate, Supabase pgvector, Turbopuffer, and more, with real RAG workload examples.
Read article - 7 min readraginfrastructurepricing
RAG Total Cost Guide 2026: Embed + Store + Retrieve + Generate
Calculate true RAG infrastructure cost in 2026 — embedding + vector DB + reranker + LLM generation. Real scenarios from 100k to 100M documents.
Read article - 7 min readvector-dbcomparisonpineconeweaviateqdrant
Pinecone vs Weaviate vs Qdrant: Vector DB Showdown 2026
Head-to-head 2026 comparison of Pinecone, Weaviate, and Qdrant — pricing, features, performance. Plus when to pick each one for your RAG application.
Read article - 6 min readforecastingllmbudget
LLM Monthly Cost Forecast 2026: 12-Month Projection Guide
Forecast LLM API spend over 12 months in 2026 — flat/linear/exponential growth models. Real scenarios for chatbot, RAG, agent, summarization workloads.
Read article - 6 min readfine-tuningllmpricing
LLM Fine-tuning Cost Guide 2026: OpenAI, Mistral, Together
Calculate LLM fine-tuning cost in 2026 — training tokens × epochs + inference uplift. Compare 12 providers across OpenAI, Mistral, Together, Fireworks, AWS.
Read article - 7 min readtokensllmpricing
How to Calculate AI Token Costs in 2026
A complete guide to AI token pricing — formulas, real examples, prompt-cache strategies, and a 2026 cost comparison across OpenAI, Claude, Gemini, and 17 more models.
Read article - 7 min readgpuh100monthlypricing
H100 GPU Monthly Rental Cost in 2026: Real Pricing Guide
H100 SXM5 monthly rental in 2026: from $1,070 (Vast.ai spot, 720h) to $8,855 (AWS p5 on-demand). Full hourly-to-monthly math across 12 providers.
Read article - 6 min readgpuinfrastructurepricing
GPU Cloud Pricing 2026: AWS vs RunPod vs Vast.ai
An honest 2026 comparison of GPU rental prices across AWS, GCP, Azure, RunPod, Vast.ai, Lambda Labs, and more — H100, A100, and B200 hourly rates.
Read article - 7 min readllmcomparisonflagship
GPT-5 vs Claude 4.7 vs Gemini 2.5 vs Grok 4: Pricing 2026
Head-to-head 2026 pricing and capability comparison of the four flagship LLMs — GPT-5, Claude Opus 4.7, Gemini 2.5 Pro, and Grok 4.
Read article - 7 min readembeddingsvectorspricing
AI Embeddings Pricing 2026: OpenAI vs Voyage vs Cohere vs Jina
Compare 17 embedding models by cost per 1M tokens in 2026 — OpenAI 3-small/large, Voyage 3, Cohere v3, Jina v4, BGE-M3, Nomic, and more.
Read article - 7 min readvector-dbragpricing
Cheapest Vector Database in 2026: Self-Host vs Managed
The cheapest vector database in 2026 is self-hosted pgvector ($20/month) for small RAG. At scale, Turbopuffer ($0.04/GB) beats every managed alternative.
Read article - 7 min readllmpricinghigh-volume
Cheapest LLM for High-Volume API Calls in 2026
For 10M+ tokens per day, Amazon Nova Lite, Gemini Flash, and DeepSeek V3 are the cheapest in 2026. Full guide to picking the right cheap model + when to escalate.
Read article - 7 min readgpuinferenceserving
Best GPU Cloud for AI Inference in 2026
RunPod Secure, Lambda Labs, and Together are the best GPU clouds for AI inference in 2026. Full comparison of inference serving on 8 providers.
Read article - 6 min readcalculatorstoolsdevelopers
Best AI Cost Calculators for Developers in 2026
The 7 best free AI cost calculators in 2026 — token pricing, GPU rentals, vector DB, inference, ROI, image/video gen. Compared by features, freshness, and accuracy.
Read article - 7 min readgpuhyperscalerawsgcpazure
AWS vs GCP vs Azure: AI GPU Pricing 2026 Comparison
AWS p5, GCP A3, Azure ND H100 v5 — hyperscaler GPU pricing comparison in 2026. On-demand, spot, reserved, and when each cloud wins for AI workloads.
Read article - 7 min readvideo-generationpricingsoraveo
AI Video Generation Pricing 2026: Sora vs Veo vs Runway
Compare 16 AI video models by cost per second in 2026 — Sora 2, Veo 3, Runway Gen-4, Kling 2, Hailuo, Pika, Luma — with real production scenarios.
Read article - 8 min readtrainingfine-tuninggpupricing
AI Training Cost Calculator 2026: Pre-training and Fine-tuning Compute
Calculate AI training cost in 2026 — GPU-hours × hourly rate × dataset size. Pre-training from scratch vs LoRA fine-tuning. Real budget examples for 8B to 405B models.
Read article - 7 min readroiproductivitystartup
AI ROI Calculator for Startups 2026: Hours Saved × Team Salary
Calculate real AI tool ROI in 2026 — hours saved × team salary × productivity tax, minus subscription. Includes break-even math and 12-month projection.
Read article - 7 min readinfrastructurepricingoverview
AI Infrastructure Pricing 2026: The Complete Stack Cost
Complete 2026 AI infrastructure cost breakdown — tokens, GPUs, vector DBs, embeddings, observability, sandbox. Real-world bills from MVP to enterprise.
Read article - 7 min readinferencebenchmarksgpu
AI Inference Benchmark 2026: H100 vs A100 vs B200 vs Hosted APIs
Compare 22 inference hosts in 2026 — tokens/sec, latency, dollars per million tokens. Groq, Cerebras, SambaNova, Together, Fireworks, self-host on H100/B200.
Read article - 7 min readimage-generationpricingdiffusion
AI Image Generation Pricing 2026: DALL-E vs Flux vs Imagen
Compare 19 image generation models by cost per image in 2026 — DALL-E 3, Flux Pro, Imagen 4, SDXL, Recraft, Ideogram, Midjourney effective rate.
Read article - 8 min readbudgetteaminfrastructure
AI Engineering Team Budget 2026: Tools, Compute, and Infrastructure
A 10-engineer AI team in 2026 spends $2,000-$30,000/month on AI tools and compute. Full budget framework — Copilot/Cursor + LLM API + GPU + vector DB + observability.
Read article - 7 min readproductivityroideveloper
AI Developer Productivity ROI 2026: Real Measured Numbers
Measured 2026 productivity gains from AI coding tools — 4-7 hours saved per developer per week, 10-20× ROI on Copilot/Cursor subscriptions. Real benchmarks.
Read article - 7 min readagentsinfrastructurepricing
AI Agent Development Cost 2026: Full Stack Breakdown
What does it cost to build and run an AI agent in 2026? Dev hours + orchestration + observability + sandbox + 30% inference tax — full breakdown.
Read article - 7 min readtokenspricingcost-per-million
How Much Does 1 Million AI Tokens Cost in 2026?
1 million AI tokens costs $0.06 to $75 in 2026 depending on the model and direction. Full pricing breakdown across OpenAI, Claude, Gemini, Llama, and DeepSeek.
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