# agentsite-static-version=ea83e659-d1ef-4ced-92f2-183419a8ddb5 # lava.so > AI-optimized mirror of lava.so containing 50 pages totalling 53,436 words of clean markdown content, structured data, and semantic HTML. Original source: https://lava.so. Last updated: 2026-09-16T02:55:07.926Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Lava | The software you love with the AI you want](/content/site-root.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (618 words) ## Articles & Blog Posts - [The Molten Stack | Lava Blog | Lava](/content/blog/index.html): Insights on AI billing, pricing strategies, and building AI-powered products. From the team at Lava. (1,137 words) - [Authenticate an Agent - Lava Documentation](/content/docs/agents/authenticate/index.html): Choose the right auth flow for MCP-hosted agents versus SDK code (583 words) - [Lava | The software you love with the AI you want](/content/build/list/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (162 words) - [Lava | The software you love with the AI you want](/content/use-cases/sales-gtm/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (217 words) - [Lava | The software you love with the AI you want](/content/use-cases/daily-productivity/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (223 words) - [Lava | The software you love with the AI you want](/content/use-cases/finance-research/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (219 words) - [Lava | The software you love with the AI you want](/content/build/integrate/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (151 words) - [Lava | The software you love with the AI you want](/content/build/monetize/index.html): Lava puts one agent inside every tool you use, so it does the real work instead of just describing it. Any AI, your apps, one place. (148 words) - [Welcome to Lava - Lava Documentation](/content/docs/introduction/index.html) (219 words) - [Lava Fundamentals: What Is an API? A Plain Guide for Operations | The Molten Stack | Lava](/content/blog/what-is-an-api/index.html): An API is how one system reads and changes data in another without anyone clicking a screen. What APIs do, where their limits are, and what to ask before you integrate. (1,393 words, 2026-09-15) - [7 Recruiting Workflows You Can Automate Without Hiring an Engineer | The Molten Stack | Lava](/content/blog/recruiting-workflows-automate/index.html): Recruiting teams spend most of their time on scheduling, data entry, and follow-ups. Seven workflows an AI agent can run across your ATS, calendar, and job boards. (1,188 words, 2026-09-10) - [From Blog Idea to Ready-to-Write Brief in One Step | The Molten Stack | Lava](/content/blog/blog-idea-to-content-brief/index.html): A content brief takes 1-2 hours of manual research per post. An AI agent with web search and SEO data access collapses that into one prompt. Here is how the workflow works. (1,048 words, 2026-09-08) - [The Real Cost of Building Your Own AI Tool In-House | The Molten Stack | Lava](/content/blog/real-cost-building-ai-tool-in-house/index.html): Salary is the visible cost of an internal AI build. The roadmap you stop shipping, the integrations you maintain forever, and the chat surface nobody uses are the rest of the bill. (1,463 words, 2026-09-08) - [5 Ways to Compare AI Models Without Testing Each One Yourself | The Molten Stack | Lava](/content/blog/compare-ai-models-without-testing/index.html): Compare AI models without building an eval suite. Five methods: public arenas, task leaderboards, cost per outcome, tool-call tests, and workspace swaps. (1,212 words, 2026-09-01) - [Lava vs Viktor: Connectors vs Interface Control | The Molten Stack | Lava](/content/blog/lava-vs-viktor-connectors-vs-interface-control/index.html): Viktor has 3,200+ prebuilt connectors. Lava operates the interface directly. An honest comparison of where each approach wins, including what interface control costs you. (1,213 words, 2026-08-25) - [A Tour of Every Model in Lava | The Molten Stack | Lava](/content/blog/a-tour-of-every-model-in-lava/index.html): Every model in the Lava picker, what each one is best at, and how we think about choosing: daily drivers, deep thinkers, specialists, and budget picks. (1,098 words, 2026-08-21) - [6 AI Agent Workspaces Compared (August 2026) | The Molten Stack | Lava](/content/blog/ai-agent-workspaces-compared/index.html): Compare Lava, Viktor, OpenClaw, Hermes, Lindy, and Gas Town as AI agent workspaces. Where each lives, how tools connect, and which job each is built for. (1,425 words, 2026-08-13) - [Why Everyone Who Is Serious About AI Is Working In a Terminal | The Molten Stack | Lava](/content/blog/why-serious-ai-work-happens-in-a-terminal/index.html): The most capable AI for real work lives in a terminal built for engineers. Why Claude Code took over, why that is a failure mode, and how Lava closes the gap. (2,111 words, 2026-07-28) - [Stop Searching for Link Prospects. Let an Agent Do It. | The Molten Stack | Lava](/content/blog/ai-link-building-workflow/index.html): Most link building starts with a manual search. An AI agent using DataForSEO, Serper, and Gmail turns hours of prospecting into a ready outreach list. (907 words, 2026-07-27) - [3 Bets Every AI Startup Is Getting Wrong in 2026 | The Molten Stack | Lava](/content/blog/ai-startup-bets-wrong-2026/index.html): Most AI startups are making three identical mistakes: SaaS-era pricing, model-plus-software lock-in, and betting on model permanence. Here is the fix. (1,122 words, 2026-07-20) - [Forward Deployed Engineers Are a Symptom, Not a Solution | The Molten Stack | Lava](/content/blog/forward-deployed-engineers-symptom/index.html): Needing a forward deployed engineer to make AI work is not a feature. It is an admission the product was built for a demo, not for real work. (1,221 words, 2026-07-20) - [What Your AI Needs to Run a Daily Market Brief | The Molten Stack | Lava](/content/blog/what-your-ai-needs-to-run-a-daily-market-brief/index.html): How AI builds a daily market brief: the four providers behind the Morning Brief workflow and why each one handles a different part of the problem. (1,217 words, 2026-07-16) - [What Happens to Your Team When Claude Goes Down | The Molten Stack | Lava](/content/blog/what-happens-when-claude-goes-down/index.html): When Claude goes down, single-model teams stop. Why multi-model routing is about continuity first, cost second, and why the numbers make it obvious. (1,239 words, 2026-07-15) - [MCP Server vs. Full Workspace: The Real Difference | The Molten Stack | Lava](/content/blog/mcp-server-vs-workspace/index.html): An MCP server gives your AI model access to a tool. A workspace is where the work actually happens. Here is the real difference and why it matters for teams. (1,002 words, 2026-07-13) - [Introducing Lava Desktop: API Access and DOM Control in One AI Agent | The Molten Stack | Lava](/content/blog/introducing-lava-desktop/index.html): Lava Desktop combines API access to 400+ providers with DOM control of real app UIs. No engineering needed. Works across Gmail, Slack, Salesforce, and more. (1,337 words, 2026-06-26) - [What Is a Gateway? How AI Agents Reach the World | The Molten Stack | Lava](/content/blog/what-is-a-gateway/index.html): AI agents call services directly through APIs and MCP, not dashboards built for humans. A gateway is the single connection that makes all of it possible. (1,342 words, 2026-06-15) - [How to Set Up Billing for Your AI App: A Step-by-Step Guide | The Molten Stack | Lava](/content/blog/how-to-set-up-ai-billing/index.html): A practical 5-step guide to adding billing to your AI product. Covers pricing models, metering, payment collection, spending controls, and usage dashboards. (1,900 words, 2026-03-01) - [What Is an AI Gateway? A Guide for Developers | The Molten Stack | Lava](/content/blog/what-is-ai-gateway/index.html): An AI gateway is a proxy between your app and AI providers like OpenAI and Anthropic. Learn why you need one, how they work, and what to look for. (1,630 words, 2026-02-28) - [The Best AI Tools to Use with Lava Spend Keys (February 2026) | The Molten Stack | Lava](/content/blog/best-ai-tools-spend-keys/index.html): A practical guide to the best AI coding assistants, chat interfaces, agent frameworks, and automation tools you can use with a single Lava spend key. (2,332 words, 2026-02-26) - [Pricing AI Agents: 5 Models for Charging for Autonomous AI | The Molten Stack | Lava](/content/blog/pricing-ai-agents/index.html): AI agents are unpredictable by nature. Compare per-task, per-action, outcome-based, time-based, and credit-based pricing to find the right fit. (1,893 words, 2026-02-25) - [The 5 Best AI Gateways (February 2026) | The Molten Stack | Lava](/content/blog/best-ai-gateways/index.html): Compare Lava, Portkey, LiteLLM, Helicone, and OpenRouter. A practical breakdown of features, pricing, and which AI gateway fits your stack. (2,170 words, 2026-02-24) - [The 5 Best AI Billing Platforms (February 2026) | The Molten Stack | Lava](/content/blog/best-ai-billing-platforms/index.html): Compare Lava, Stripe, Orb, Metronome, Autumn, and Flowglad for AI billing. Real-time enforcement, pricing, and which platform fits your needs. (2,762 words, 2026-02-17) - [How to Bill Your Users for AI: A Guide for Platform Builders | The Molten Stack | Lava](/content/blog/billing-end-users-ai/index.html): You pay per-token to AI providers and need to pass those costs to your users. Here is what it takes to build platform billing for AI. (1,690 words, 2026-02-11) - [Outcome-Based Pricing for AI: When It Works and When It Doesn't | The Molten Stack | Lava](/content/blog/outcome-based-pricing-ai/index.html): Outcome-based pricing sounds perfect in theory. Here is an honest look at when it works, when it falls apart, and what to do instead. (1,243 words, 2026-02-04) - [The 5 Best AI Spend Management Tools (February 2026) | The Molten Stack | Lava](/content/blog/best-ai-spend-management/index.html): Compare Lava, Helicone, Vantage, Portkey, and CloudZero for managing AI spend. Budget controls, alerts, and which tool prevents cost overruns. (2,213 words, 2026-02-03) - [Credit-Based Pricing for AI Products: A Practical Guide | The Molten Stack | Lava](/content/blog/credit-based-pricing-ai/index.html): Prepaid credits are becoming the default pricing model for AI products. How they work, who uses them, and how to implement them right. (1,614 words, 2026-01-28) - [Usage-Based Billing for AI: What You Actually Need to Build | The Molten Stack | Lava](/content/blog/usage-based-billing-ai/index.html): A practical guide to the four systems behind usage-based billing for AI products: metering, rating, collection, and visibility. (1,818 words, 2026-01-21) - [The Hidden Costs of Running AI in Production | The Molten Stack | Lava](/content/blog/hidden-costs-ai-production/index.html): LLM API calls are just the tip of the iceberg. A practical breakdown of the real costs behind AI products, from token waste to billing infrastructure. (1,376 words, 2026-01-14) - [AI Pricing Models: Which One Fits Your Startup? | The Molten Stack | Lava](/content/blog/ai-pricing-models/index.html): Compare subscription, usage-based, outcome-based, and hybrid pricing models to find the right fit for your AI product. (1,012 words, 2025-09-23) - [Choosing the Right LLM: A Guide to GPT, Claude, Gemini, and More | The Molten Stack | Lava](/content/blog/choosing-the-right-llm/index.html): A practical breakdown of GPT, Claude, Gemini, Llama, and Mistral to help you pick the best large language model for your use case. (1,166 words, 2025-09-23) - [The Startup Founder's Guide to Smarter Pricing | The Molten Stack | Lava](/content/blog/founders-guide-pricing/index.html): Practical pricing principles for AI and SaaS founders, from value-based pricing to tier design and iterative experimentation. (1,096 words, 2025-09-23) ## Listings & Categories - [AI Articles | The Molten Stack | Lava](/content/blog/tag/ai/index.html): Read our latest articles about ai. Insights on AI billing and pricing from the Lava team. (796 words) - [Strategy Articles | The Molten Stack | Lava](/content/blog/tag/strategy/index.html): Read our latest articles about strategy. Insights on AI billing and pricing from the Lava team. (396 words) - [Engineering Articles | The Molten Stack | Lava](/content/blog/tag/engineering/index.html): Read our latest articles about engineering. Insights on AI billing and pricing from the Lava team. (319 words) - [Pricing Articles | The Molten Stack | Lava](/content/blog/tag/pricing/index.html): Read our latest articles about pricing. Insights on AI billing and pricing from the Lava team. (326 words) - [Comparisons Articles | The Molten Stack | Lava](/content/blog/tag/comparisons/index.html): Read our latest articles about comparisons. Insights on AI billing and pricing from the Lava team. (226 words) - [Fundamentals Articles | The Molten Stack | Lava](/content/blog/tag/fundamentals/index.html): Read our latest articles about fundamentals. Insights on AI billing and pricing from the Lava team. (46 words) - [Workflows Articles | The Molten Stack | Lava](/content/blog/tag/workflows/index.html): Read our latest articles about workflows. Insights on AI billing and pricing from the Lava team. (114 words) - [Marketing Articles | The Molten Stack | Lava](/content/blog/tag/marketing/index.html): Read our latest articles about marketing. Insights on AI billing and pricing from the Lava team. (83 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives - [AgentSite Network](https://agentsite.network/network.html): Public index of AgentSites and their machine-readable resources