Show HN: Tracking GenAI cost and endpoint fragility so app teams don't have to

LLMIntel, a new tool for tracking generative AI costs and endpoint fragility, launched on Hacker News. The dashboard monitors model pricing, retirement dates, and cost drift across applications, helping engineering teams manage spending and avoid service disruptions. The demo shows a week of realistic traffic from three apps, with features for cost optimization and migration recommendations.

A sample LLMIntel dashboard with a week of realistic traffic across three apps. You’re viewing demo data — this is what LLMIntel looks like with a week of real traffic. Sign up and your own data appears minutes after your first instrumented call. | Model | State | Retirement | |---|---|---| | Pricing known for 6 of 6 models you run. Cheapest by input: gpt-5-nano-2025-08-07 /models/openai/gpt-5-nano-2025-08-07 at $0.05/1M. Want cheaper/faster on-par alternatives for these models? See optimization → optimization Times in UTC · 13 months of history on your plan · sample data — send telemetry to see your own, range-filtered Cost is frozen at ingest — priced from each model's rates at call time, so past spend never shifts. Window: last 30 days. Telemetry up to Jul 7, 16:51 UTC · 8 min ago· Catalog checked 42 min ago These models are returning more output per input token than their 30-day baseline — the usual cause of silent cost creep. Check prompts, max tokens , and whether a cheaper or more concise model would do. | Model | Now | Baseline | Drift | Requests | Spend | |---|---|---|---|---|---| | Dollars flowing through models that retire within 90 days. Migrate before the provider 4xxs you — see recommended replacements on each model page. | Model | Retirement | Spend | |---|---|---| | | Environment › Application | Requests | Tokens | Blended $/1M | Cost/req | Spend | Share | |---|---|---|---|---|---|---| | prod | 379,000 | 86M | $13.16 | $0.0030 | $1,131.66 | 88% | | Checkout Assistant | 261,000 | 58M | $12.77 | $0.0028 | $742.11 | 58% | | Support Copilot | 118,000 | 28M | $13.96 | $0.0033 | $389.55 | 30% | | staging | 33,000 | 10M | $14.65 | $0.0046 | $152.40 | 12% | | Unassignedno app mapping | 33,000 | 10M | $14.65 | $0.0046 | $152.40 | 12% | app tag your agent sends or the API key's app mapping; calls with neither show as app tag . | feature | Requests | Tokens | Blended $/1M | Cost/req | Spend | Share | |---|---|---|---|---|---|---| | checkout | 214,000 | 48M | $12.51 | $0.0028 | $604.32 | 47% | | search | 121,000 | 28M | $14.54 | $0.0033 | $401.18 | 31% | | summarize | 54,000 | 13M | $14.68 | $0.0035 | $187.96 | 15% | | Untaggedno feature tag | 23,000 | 7.7M | $11.77 | $0.0039 | $90.60 | 7% | | team | Requests | Tokens | Blended $/1M | Cost/req | Spend | Share | |---|---|---|---|---|---|---| | growth | 268,000 | 61M | $12.75 | $0.0029 | $771.24 | 60% | | platform | 144,000 | 33M | $13.70 | $0.0031 | $452.22 | 35% | | Untaggedno team tag | 0 | 4.3M | $14.09 | — | $60.60 | 5% | | Model | Provider | Requests | Input | Output | Blended $/1M | Cost/req | Tokens/req | Out:in | Spend | |---|---|---|---|---|---|---|---|---|---| |