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LLM Economics
AI cost calculator — compare GPT-5, Claude & Gemini pricing
LLM Economics helps AI engineers and SaaS teams estimate and optimize their AI infrastructure costs. What it does: • Compare OpenAI, Claude, and Gemini API pricing side by side • Calculate monthly spend based on your actual token usage • See savings from Prompt Cache (90% off) and Batch API (50% off) • LLM Leaderboard — 30 models ranked by benchmark score with cost-per-point analysis • Model migration ROI calculator — estimate payback period before switching
Hey PH! I built this because I was tired of manually calculating API costs in spreadsheets every time a provider changed
prices or released a new model.
The calculators use official token pricing and show exactly how much Prompt Cache and Batch API save. The leaderboard
ranks 30 models by benchmark score AND cost-efficiency — so you can find the best value, not just the best model.
Would love feedback on what calculators to add next. Happy to answer any questions about LLM pricing!
About LLM Economics on Product Hunt
“AI cost calculator — compare GPT-5, Claude & Gemini pricing”
LLM Economics was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #8 on the daily leaderboard. LLM Economics helps AI engineers and SaaS teams estimate and optimize their AI infrastructure costs. What it does: • Compare OpenAI, Claude, and Gemini API pricing side by side • Calculate monthly spend based on your actual token usage • See savings from Prompt Cache (90% off) and Batch API (50% off) • LLM Leaderboard — 30 models ranked by benchmark score with cost-per-point analysis • Model migration ROI calculator — estimate payback period before switching
On the analytics side, LLM Economics competes within Productivity, Developer Tools and Artificial Intelligence — topics that collectively have 1.7M followers on Product Hunt. The dashboard above tracks how LLM Economics performed against the three products that launched closest to it on the same day.
Who hunted LLM Economics?
LLM Economics was hunted by Max. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of LLM Economics including community comment highlights and product details, visit the product overview.
Max