Guide·12 min read
How to reduce LLM API costs without making your product worse
Five ways to cut your OpenAI/LLM API bill: right-size models per task, cache, trim context, measure per feature, and re-shop as prices move.
Blog
Fresh AI news, model performance deep-dives, and the real cost of AI model APIs.
·7 min readRoutingAPI Costs
LiteLLM Alternatives in 2026: Sorted By the Reason You're Leaving
Nobody searches "LiteLLM alternatives" because LiteLLM is bad — it's the category standard. They search it because self-hosting a proxy is ops they didn't sign up for, or the March 2026 supply-chain scare spooked them, or they're tired of maintaining model IDs. Here's the honest 2026 field — hosted gateways, observability platforms, the new edge entrants, TierUp — mapped to each trigger, sources and our own bias disclosed.
·6 min readRoutingAPI Costs
LLM Gateway vs Proxy vs Router: What the Three Words Actually Mean
Gateway, proxy, and router get used interchangeably in LLM infra threads, and it makes tool comparisons a mess. They aren't synonyms — they describe three different axes. Here's the plain-English distinction, why one product is usually all three at once, and how to tell which one you actually need.
·6 min readRoutingAPI Costs
OpenRouter Alternatives in 2026: Pick By the Reason You're Leaving
People don't search "OpenRouter alternatives" at random — there's a trigger. The 5.5% credit fee, provider quality variance, wanting self-hosting, or wanting to stop managing model IDs. Here's the honest 2026 field — LiteLLM, Requesty, Portkey, Helicone, TierUp — mapped to each reason, sources and our own bias disclosed.
·6 min readRouting
Best LLM Routers in 2026: A Field Guide From Inside the Category
Every "best LLM router" roundup is written by a vendor, including this one. Here's the 2026 field — OpenRouter, LiteLLM, Portkey, Helicone, Requesty, NotDiamond, TierUp — sorted by the question that actually splits them, with sources and our own bias disclosed.
·4 min readAPI Costs
Cheapest AI API in 2026: The Real Per-Token Math
The cheapest AI API on paper is not the cheapest in your invoice. Here's the July 2026 price floor, a worked example with real per-token math, and the three discounts most teams never claim.
·5 min readAPI Costs
The LLM API Price Landscape, Visualized (July 2026)
Three charts of the July 2026 LLM price sheet — the 400x input spread on a log scale, the 4–6x output tax, and what a month actually costs at your request volume.
·3 min readAPI Costs
The State of LLM API Pricing: July 2026
The gap between the cheapest and most expensive LLM APIs is now roughly 400x on input and 600x on output — here's the July 2026 landscape and how to think about it.
·4 min readModel Performance
How to Read a 2026 AI Benchmark Chart Without Getting Fooled
What SWE-bench Pro, Terminal-Bench 2.1, and GPQA Diamond actually measure, where they break down, and why single-number rankings mislead.
·4 min readAI News
Frontier Model Launches Are Now Staged Rollouts — Plan Your Model Strategy Accordingly
GPT-5.6 launched to a small government-coordinated preview group, and Anthropic's newest Claude models spent 19 days suspended under a US directive — day-one access to frontier models is no longer a given.
·3 min readModel Performance
Claude Sonnet 5 Beats Opus 4.8 on Terminal-Bench. Read That Again.
Anthropic's mid-tier Sonnet 5 outscores the flagship Opus 4.8 on Terminal-Bench 2.1 — what it means when the cheaper default beats the expensive one.
·4 min readAPI CostsAI News
$500 to $2,000 Per Engineer Per Month: The Per-Seat Economics of AI Coding Tools Just Broke
Reports of large orgs canceling token-billed AI coding tools show what happens when per-seat budgets meet per-token reality — and what finance teams are doing about it.
·4 min readAPI Costs
Why AI Bills Explode While Token Prices Fall
Per-token prices have collapsed, yet enterprise AI spend keeps climbing — agents, RAG, and always-on workloads are multiplying volume faster than prices drop. Here's the math and a mitigation checklist.
·4 min readAPI Costs
Stop Optimizing for the Cheapest Token. Optimize Quality-per-Dollar.
The 2026 evidence is in — routing work across price tiers beats hardcoding any single model, whether your fixation is the cheapest token or the best benchmark score.
·3 min readModel Performance
Gemini 2.5 Deep Think Tops the Reasoning Benchmarks. Now What?
Google's Deep Think mode posts an 82.4% GPQA Diamond — what the reasoning-benchmark race tells you, and what it conveniently leaves out.
·3 min readModel PerformanceAI News
GPT-5.6 Preview: Sol, Terra, and Luna Make Tiers the Product
OpenAI's GPT-5.6 preview splits the flagship into three named tiers — here's what Sol, Terra, and Luna mean for how you pick models.
·4 min readAI News
Jalapeño: OpenAI's First Custom Chip, and What Custom Silicon Means for Your API Bill
OpenAI and Broadcom unveiled the Jalapeño inference chip on June 24 — here's the custom-silicon race in context, and whether any of it will show up as cheaper API prices.
·4 min readAI News
Noam Shazeer Joins OpenAI: Why Architecture Research Still Moves Your Cost Curve
The Transformer co-author is leaving Google for OpenAI — what the frontier talent market signals, and why architecture work is the quiet driver of API price/performance.
·3 min readModel PerformanceAPI Costs
GLM-5.2: The Open-Weight Coding Gap Just Got Uncomfortably Small
Zhipu AI's MIT-licensed GLM-5.2 posts frontier-adjacent coding scores at a fraction of frontier prices — here's what's verified, what's vendor-reported, and what it means for your API bill.
·4 min readAPI Costs
The Tokenizer Tax: How Your Bill Goes Up Without a Price Change
Claude Opus 4.7 kept its per-token price and still made many workloads 12-27% more expensive — a case study in the hidden multipliers that move your bill more than the rate card does.
·4 min readAI News
Alphabet's $84.75B Equity Raise: What the Biggest Check in Tech History Says About Your API Bill
Alphabet raised $84.75 billion in equity for AI infrastructure — here's what capital raises at this scale signal about compute costs and where API pricing goes next.
·2 min readAnnouncements
Introducing the TierUp Blog
What we'll be writing about — fresh AI news, model performance deep-dives, and the real cost of AI model APIs.
