# As a condition of accessing this website, you agree to abide by the following # content signals: # (a) If a Content-Signal = yes, you may collect content for the corresponding # use. # (b) If a Content-Signal = no, you may not collect content for the # corresponding use. # (c) If the website operator does not include a Content-Signal for a # corresponding use, the website operator neither grants nor restricts # permission via Content-Signal with respect to the corresponding use. # The content signals and their meanings are: # search: building a search index and providing search results (e.g., returning # hyperlinks and short excerpts from your website's contents). Search does not # include providing AI-generated search summaries. # ai-input: inputting content into one or more AI models (e.g., retrieval # augmented generation, grounding, or other real-time taking of content for # generative AI search answers). # ai-train: training or fine-tuning AI models. # ANY RESTRICTIONS EXPRESSED VIA CONTENT SIGNALS ARE EXPRESS RESERVATIONS OF # RIGHTS UNDER ARTICLE 4 OF THE EUROPEAN UNION DIRECTIVE 2019/790 ON COPYRIGHT # AND RELATED RIGHTS IN THE DIGITAL SINGLE MARKET. # BEGIN Cloudflare Managed content User-agent: * Content-Signal: search=yes,ai-train=no Allow: / User-agent: Amazonbot Disallow: / User-agent: Applebot-Extended Disallow: / User-agent: Bytespider Disallow: / User-agent: CCBot Disallow: / User-agent: ClaudeBot Disallow: / User-agent: CloudflareBrowserRenderingCrawler Disallow: / User-agent: Google-Extended Disallow: / User-agent: GPTBot Disallow: / User-agent: meta-externalagent Disallow: / # END Cloudflare Managed Content LLM Ops Toolkit — Lamatic
LLM toolkit by Lamatic.ai
LLM Ops Toolkit by Lamatic AI - Featured on Product Hunt

LLM Cost Calculator

Discover the true cost of managing multiple LLM providers — beyond API bills.

Configuration

5
$
5
$
35%

True Cost Analysis

Monthly API Spend $10,000
TCO Multiplier 3.2×
True Monthly Cost $32,000
Hidden Monthly Cost $22,000
Annual Hidden Cost $264,000

Engineering Opportunity Cost

Annual Cost on Model Ops $315,000
$ on Infrastructure vs Product $315,000
Per-Provider Overhead 17.5 eng-days/yr

Potential Savings with Routing

If 70% of requests routed to cheaper models:

Conservative (30%) $36,000/yr
Optimistic (70%) $84,000/yr

Summary Dashboard

$264K Annual Hidden Cost
17.5 Eng-Days Lost to Ops
$36K Potential Annual Savings
3.0× ROI of Gateway

Model Diversity Maturity Audit

Assess your organization's LLM operations maturity with 10 targeted questions.

Routing Simulator

Visualize how intelligent routing distributes requests across models.

GPT-4o

$0.005/1K Quality 95 Latency 800ms
0%

Claude 3.5 Sonnet

$0.003/1K Quality 93 Latency 600ms
0%

Gemini Pro

$0.00125/1K Quality 88 Latency 500ms
0%

Llama 3.1 70B

$0.0009/1K Quality 85 Latency 400ms
0%

GPT-4o-mini

$0.00015/1K Quality 78 Latency 200ms
0%
Medium
100K

AI Provider Status

Aggregate uptime monitoring across 18 AI API providers — 90-day history with response time trends.