Use Cases
What Developers Build with Searlo
From AI agent grounding to SEO rank tracking — see how teams use Searlo's SERP API to power real products with real-time Google data.
AI Agent Grounding
Give your AI agents real-time web access. Searlo's MCP protocol and TOON format let agents search Google, parse results, and ground responses in fresh data — eliminating hallucinations.
Used by: CrewAI agents, AutoGen pipelines, LangChain tools, Claude MCP
CrewAI agents, AutoGen pipelines, LangChain tools, Claude MCP
- Native MCP protocol for Claude, Cursor, Copilot
- TOON format: 60% fewer tokens for LLM input
- Real-time organic Google results
- Web search at about 1 s median latency (measured Sep 2026)
RAG Pipeline Web Search
Add real-time web grounding to your Retrieval-Augmented Generation pipeline. Searlo returns structured, token-efficient search data that plugs directly into LangChain, LlamaIndex, and custom RAG stacks.
Used by: LangChain RAG, LlamaIndex pipelines, custom retrieval systems
LangChain RAG, LlamaIndex pipelines, custom retrieval systems
- Structured JSON for instant vector embedding
- TOON format optimized for chunking
- Source URLs + snippets for citation
- Works with LangChain WebSearchRetriever
SEO Rank Tracking
Used by: Rank trackers, SEO dashboards, client reporting tools
Rank trackers, SEO dashboards, client reporting tools
- Mobile vs desktop SERP differences
- Rich organic metadata on every result
- The same 10,000-a-minute search limit on every plan
Lead Generation & Enrichment
Find and verify business leads at scale. Search for companies by industry, location, or technology stack, then enrich your CRM data with fresh web intelligence.
Used by: Sales teams, lead databases, B2B outreach platforms
Sales teams, lead databases, B2B outreach platforms
- Organic search for company and contact discovery
- Company website extraction
- Contact page discovery
- Technology stack detection via SERP snippets
Content Automation
Power content research and automation workflows. Use SERP data to identify trending topics, analyze competitor content, and auto-generate SEO briefs with fresh search intelligence.
Used by: Content platforms, SEO agencies, marketing automation
Content platforms, SEO agencies, marketing automation
- Related searches and autocomplete data
- Competitor SERP analysis
- News search for trending topics
Enterprise Market Research
Used by: Enterprise analytics, brand monitoring, competitive intelligence
Enterprise analytics, brand monitoring, competitive intelligence
- Bulk SERP monitoring at scale
- Brand mention tracking
- Competitive positioning analysis
- Pricing intelligence from search results
One API, Every Use Case
The same simple REST call powers all of these use cases. Configure search type, location, device, and output format per request.
# AI Agent Grounding — get search results in TOON format curl "https://api.searlo.tech/api/v1/search/web?q=latest+AI+news&toon=true" \ -H "X-API-Key: your_key" # Rank Tracking — check position in specific country curl "https://api.searlo.tech/api/v1/search/web?q=best+crm+software&gl=us&device=mobile" \ -H "X-API-Key: your_key" # Shopping Data — track product prices and availability curl "https://api.searlo.tech/api/v1/search/shopping?q=wireless+headphones&gl=us" \ -H "X-API-Key: your_key"
One API, Every Use Case
# AI Agent Grounding — get search results in TOON format
curl "https://api.searlo.tech/api/v1/search/web?q=latest+AI+news&toon=true" \
-H "X-API-Key: your_key"
# Rank Tracking — check position in specific country
curl "https://api.searlo.tech/api/v1/search/web?q=best+crm+software&gl=us&device=mobile" \
-H "X-API-Key: your_key"
# Shopping Data — track product prices and availability
curl "https://api.searlo.tech/api/v1/search/shopping?q=wireless+headphones&gl=us" \
-H "X-API-Key: your_key"Explore More
Search API for AI Agents
Search API for AI Agents
Competitive Intelligence
Where competitors rank for your keywords, the ads they run, the pages they publish and how AI answers describe them.
E-commerce
Google Shopping prices, sellers and ratings, local stores with hours, their reviews, and competitors' product pages as JSON.
Free AI Visibility Checker
Whether ChatGPT and Gemini mention a brand, where it sits in their recommendations, and which sites they cite. No signup.
Free Google SERP Checker
Google's live top 10 for any keyword in 22 countries, and whether an AI Overview showed. No signup.
Ready to build your use case?
Start with 3,000 free credits. No credit card required.
From the team behind Searlo
We also build RenderKit — the browser-rendering API for screenshots, PDFs, and LLM-ready markdown. Same billing model, same developer-first API design.
Explore the full RenderKit API →
Features
Screenshot API PNG, JPEG or WebP captures with ad and banner blocking.
Screenshot API PNG, JPEG or WebP captures with ad and banner blocking.
HTML to PDF API One endpoint, no browser to operate.
HTML to PDF API One endpoint, no browser to operate.
URL to Markdown API Web pages as markdown, ready for a model context window.
URL to Markdown API Web pages as markdown, ready for a model context window.
RenderKit MCP server All three render tools exposed to any MCP client.
RenderKit MCP server All three render tools exposed to any MCP client.
FAQ
Frequently Asked Questions
What is the best search API for AI agents?
Searlo is purpose-built for AI agents with native MCP protocol support, TOON format (60% fewer tokens), and web search at about 1 second median latency. It works with CrewAI, AutoGen, LangChain, LlamaIndex, and Claude MCP out of the box. At $0.30/1K queries, it's also the most cost-effective option for agent workflows that make frequent searches.
How do I add web search to my RAG pipeline?
With Searlo, you make a single API call to get structured Google results. The response includes titles, snippets, URLs, and optional TOON format — all ready for vector embedding or direct LLM consumption. Works with LangChain's WebSearchRetriever, LlamaIndex's web search reader, or any custom HTTP-based pipeline.
How many queries can I make per second?
Every account, free or paid, gets the same limits, and there is no tier to climb: buying credits adds credits, not rate. Every response carries X-RateLimit-* headers so your client can pace itself. For sustained high volume, tell us your volume first and we will reserve capacity for it.
What makes Searlo different from SerpAPI or Serper?
Three things: (1) Price — Searlo is $0.30/1K vs SerpAPI's $15/1K and Serper's $1/1K. (2) AI-native features — native MCP protocol and TOON format are built-in. (3) Flexible credit validity — new users get 1-year validity while legacy accounts keep unlimited credits, with no monthly subscriptions.
From the team behind Searlo
We also build RenderKit — the browser-rendering API for screenshots, PDFs, and LLM-ready markdown. Same billing model, same developer-first API design.
Related Pages
- Searlo
- SERP API Live search results as clean JSON
- AI agents Give agents fresh web search data
- RAG search Ground retrieval systems with live search results
- View all use cases
- Why teams switch from legacy SERP APIs to Searlo
- Searlo vs SerpAPI
- Searlo vs Serper
- Cheapest SERP API
- Docs
- Pricing
- Blog
- MCP
- Explore SEO Rank Tracking
- Explore Content Automation