OverpayingForAIPricing desk

16 comprehensive pages

AI API and infrastructure cost guides

Architecture-level comparisons for routing, cloud platforms, caching, batch, embeddings and multimodal APIs.

Edited by Infrastructure Economics Desk

7 min read · 1,253 words

OpenRouter Pricing in October 2026: What You Pay on Top of Tokens

OpenRouter bills provider rates plus a 5.5% credit fee, or 8% on the new Business plan. See Batch API discounts, BYOK, routers, shell and in-region costs.

7 min read · 1,242 words

OpenRouter vs Direct APIs: When the Fee Pays for Itself

OpenRouter vs direct OpenAI, Anthropic and Google APIs compared on fees, batch discounts, routing, in-region routing and governance after September 2026.

7 min read · 1,378 words

AWS Bedrock vs Azure OpenAI vs Vertex AI

Bedrock vs Azure Openai vs Vertex AI explained with real cost, limits, workflow fit, risks and a practical decision test.

7 min read · 1,336 words

AI Prompt Caching Costs Compared

AI Prompt Caching Costs compared for reducing repeated context expense, with real cost, limits, workflow fit, risks and a practical decision test.

7 min read · 1,216 words

LLM Batch API Pricing: Where 50% Off Is Real

Batch API pricing compared after OpenRouter's September 2026 launch: 50% off most models, 20% off xAI, 24-hour windows, and the rules that cut the saving.

7 min read · 1,269 words

GPT-6 Astra Pricing: What a Real Workload Costs

GPT-6 Astra costs $10/M input and $50/M output below 272K input. See long-context, cache, batch and worked workload costs.

7 min read · 1,205 words

Is GPT-6 Astra Worth It?

GPT-6 Astra can justify its premium on hard coding and agent tasks, but not as a default model. See the evidence, costs and limits.

7 min read · 1,247 words

GPT-6 Astra vs GPT-5.6 Sol

Astra costs 2.5× Sol on a 1M-input/200K-output workload. Compare capability, safety, context and cost per accepted task.

7 min read · 1,208 words

GPT-6 Astra vs Claude Fable 5.1

GPT-6 Astra and Claude Fable 5.1 both cost $20 for a 1M-input/200K-output example. Compare evidence, workflow fit and risk.

7 min read · 1,319 words

Jev Pricing: What a Million Decisions Actually Costs

Jev costs $0.042 per million input tokens and output is free. See cost per million decisions, OpenRouter fees, and when Jev beats a cheap LLM.

7 min read · 1,272 words

Jev Router Pricing: Free Router, Variable Bill

Jev Router adds no router fee, but you pay the model it picks. See how cache-aware routing, effort control and failure behaviour shape the bill.

7 min read · 1,226 words

Laya Pricing: What the Free Decision Model Costs to Run

Laya is Apache-2.0 and free to download, but GPUs, fine-tuning and ops are not. See self-hosting cost, break-even against Jev, and the accuracy catch.

7 min read · 1,228 words

Jev vs Laya: Which Decision Model Costs Less for Your Workload?

Jev vs Laya compared on cost per million decisions, latency, accuracy, context and self-hosting break-even. Pick hosted TypeSafe or open-weight Convai.

7 min read · 1,214 words

Jev Router vs Auto Router: Which OpenRouter Router Saves More?

Jev Router vs OpenRouter's Auto Router compared on routing logic, cost_tier bands, cache-aware switching, failure behaviour and cost per completed task.

7 min read · 1,201 words

Jev vs Kev 4B vs Solar Decide: Which System One Model to Buy

Jev, Kev 4B, Solar Decide, Span-01 and Laya compared on price per million tokens, context, openness and fit. Find the cheapest decision model for the job.

7 min read · 1,209 words

Is TypeSafe's Jev Worth It for Your App?

Jev is worth it where your code asks an LLM narrow questions and parses labels. See where it saves money, where it does not, and how to test it in a week.

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