# Searlo

> Searlo delivers live search results as clean JSON: web, news, maps, shopping, full results pages and AI answers, with one API key and one credit pool, from $3.99. The search endpoints return Google results (web, images, news, videos, shopping, maps, places, reviews, Scholar, Patents) and the full results page with ads, People Also Ask, related searches, the knowledge graph and the AI Overview. The AI answer endpoints return the answers and cited sources of ChatGPT, Microsoft Copilot and Gemini for AI-visibility tracking. Also: rank checks, web data (scrape, crawl, map, extract), email verification and an MCP server for AI assistants. Output is JSON or token-efficient TOON. Pricing starts at $0.30 per 1,000 credits with 3,000 free credits and no credit card required.

## Key facts
- Product: live search results as clean JSON: Google results pages, plus AI answers from ChatGPT, Microsoft Copilot and Gemini
- Endpoints: GET /search/web, GET /search/images, GET /search/news, GET /search/videos, GET /search/shopping, GET /search/site, GET /search/advanced, GET /search/maps, GET /search/places, GET /search/reviews, GET /search/scholar, GET /search/patents, GET /search/webpage, POST /scrape, POST /scrape/batch, POST /map, POST /crawl, POST /extract, POST /search-and-scrape, POST /search/batch, GET /serp, GET /serp/html, POST /serp/batch, GET /serp/features, POST /rankings/check, GET /search/ai/{engine}, GET /search/suggestions, GET /search/countries, GET /search/capabilities, GET /credit/balance, POST /async/task, POST /email-verifier/verify, GET /mcp/info
- Credits per call: 1 for most search endpoints; 3 per page for the full SERP (/serp); 3 per 10 results of depth for /rankings/check; AI answers 4 (Gemini), 8 (ChatGPT, Copilot); 5 per email verification; 0.5 for autocomplete; web data (scrape, webpage, extract, search-and-scrape, crawl, batch scrape) 1 per page
- From 2026-11-01: a full-SERP page (/serp, /serp/batch, async serp) whose AI Overview had to be completed by rendering the page costs 8 credits instead of 3 (the response says aioverview.rendered: true; aioverview=false stays 3); a web-data page that had to be rendered costs 5 instead of 1 (the response says via: "browser"). /serp/features stays 3, /serp/html stays 2 (8 with js=true), /map stays 1
- Accounts that have never bought credits can call every endpoint on their sign-up credits, without automatic rendering for web data (render: true still works) and without live-results top-up on thin web searches; both switch on with the first purchase
- Pricing may change during November–December 2026: What it costs us to serve some requests changes at the turn of the year, so we may adjust prices during November and December 2026. Any change is announced in advance on the changelog and by email. Credits you have already bought keep working, and packs stay valid for 12 months from purchase.
- AI answers are generated live for each request (typically 10-30 s) and are non-deterministic; Searlo is independent and not affiliated with OpenAI, Microsoft or Google
- Trademarks: Not affiliated with or endorsed by Google LLC or any other search engine. All trademarks belong to their owners.
- Currently unavailable: the domain SEO endpoints (/domain/*), Google Lens, Google AI Mode, Perplexity answers (paused since 2026-10-03), screenshots and PDF rendering, and city- or state-level location
- Location: country (gl) and language (hl) on every Google endpoint; location also takes a country. A city or state returns 400 CITY_LOCATION_UNAVAILABLE and is not charged
- SERP HTML (/serp/html): Google's results page as served (2 credits, about 3 s) or rendered with the AI Overview opened out (js=true, 8 credits, about 9 s), desktop or iOS, as JSON or raw text/html
- Errors: JSON with a stable code (e.g. AT_CAPACITY, UPSTREAM_UNAVAILABLE, CITY_LOCATION_UNAVAILABLE); failed calls are refunded; 429s carry Retry-After; rate-limit headers X-RateLimit-Limit-{Second,Minute,Hour,Day}
- Auth: `x-api-key` request header; base URL `https://api.searlo.tech/api/v1`
- Output formats: JSON, TOON (token-optimised, ~63% fewer tokens), enhanced
- AI integration: MCP server (Model Context Protocol), LangChain, RAG and agent workflows
- Pricing: Micro 5,000 credits $3.99 ($0.80/1K); Starter 20,000 credits $9.99 ($0.50/1K); Builder 75,000 credits $29.99 ($0.40/1K); Scale 250,000 credits $74.99 ($0.30/1K); Pro 900,000 credits $199.99 ($0.22/1K); Enterprise 4,000,000 credits $799 ($0.20/1K)
- Billing model: One-time purchase — no subscriptions, no recurring fees
- Free tier: 3,000 free credits. New users: 1-year validity. Legacy users: unlimited credits.

## Documentation
- [API documentation](https://searlo.tech/docs): guides, quickstart, references
- [Full docs (Markdown)](https://searlo.tech/docs/full.md): the complete docs in one file
- [API reference](https://searlo.tech/api-reference): endpoints, parameters, responses
- [OpenAPI spec](https://searlo.tech/openapi.yaml): machine-readable API specification
- [MCP server](https://searlo.tech/mcp): Model Context Protocol setup for AI assistants

## Product
- [API Reference](https://searlo.tech/api-reference): Complete Searlo API reference documentation. Explore all endpoints, parameters, response schemas, error codes, and rate limits for web, image, and news search.
- [Changelog](https://searlo.tech/changelog): Stay updated with the latest Searlo features, improvements, and bug fixes. See what's new in our search API.
- [Documentation](https://searlo.tech/docs): Searlo API docs: authentication, endpoints, parameters, rate limits, errors and code samples for web, news, images, SERP and AI answers.
- [AI Overview API](https://searlo.tech/google-ai-overview-api): AI Overview API: Google AI Overview text and cited sources plus organic rank, ads and PAA from one call, by keyword, market and device. From 3 credits per page.
- [AI Visibility API](https://searlo.tech/ai-visibility-api): Track how brands and domains are cited in ChatGPT, Copilot and Gemini answers: JSON with citations and share of voice, 4-8 credits per answer.
- [ChatGPT Scraper API](https://searlo.tech/chatgpt-scraper-api): ChatGPT answers as JSON: the answer, its citations and the cited domains, with no account history shaping them. 8 credits, $2.40 per 1,000 answers.
- [Copilot Scraper API](https://searlo.tech/copilot-scraper-api): Microsoft Copilot answers from Bing as JSON: answer text, citations, citation pills and cited domains, per market. 8 credits, $2.40 per 1,000 answers.
- [Gemini Scraper API](https://searlo.tech/gemini-scraper-api): Google Gemini answers as JSON: text, Gemini's markdown, citations and cited domains, with no account history shaping them. 4 credits, $1.20 per 1K.
- [Google Search API](https://searlo.tech/google-search-api): A Google Search API alternative without the 100-a-day limit: rich organic data, per-query pricing from $0.30/1K and 3,000 free credits.
- [Google Shopping API](https://searlo.tech/google-shopping-api): Collect Google Shopping results including product titles, prices, stores, and rankings, as structured JSON for ecommerce analytics and price monitoring.
- [People Also Ask API](https://searlo.tech/people-also-ask-api): People Also Ask API: Google's PAA questions and related searches for any keyword, country and language as JSON. 3 credits per SERP, 3,000 free credits.
- [Google Video Search API](https://searlo.tech/google-videos-api): Google video search API: the videos Google shows for a query, with position, URL, platform and channel, as JSON. 3 credits per page; 3,000 free credits.
- [Google Places API Alternative](https://searlo.tech/google-places-api): Google Places API alternative: name, address, phone, website, hours and rating for up to 20 businesses per call, 1 credit each. No Google Cloud project.
- [Bulk SERP API](https://searlo.tech/bulk-serp-api): Bulk SERP API: 20 keywords per synchronous batch, or up to 500 queued async tasks per call with webhooks. 3 credits per keyword per page; 3,000 free credits.
- [Integrations](https://searlo.tech/integrations): Integrate Searlo SERP API with LangChain, CrewAI, AutoGen, LlamaIndex, n8n, Make.com, Python, and Node.js. Copy-paste code examples for each framework.
- [MCP Server](https://searlo.tech/mcp): Connect Claude, Cursor, VS Code and Windsurf to real-time Google search, AI answers and web data through Searlo's MCP server. Set up in 2 minutes.
- [Pricing](https://searlo.tech/pricing): Start free with 3,000 credits. One-time packs from $3.99, no subscription. From $0.20 per 1,000 searches; new-user credits last one year.
- [Rank Tracking API](https://searlo.tech/rank-tracking-api): Rank tracker API: live Google positions in 195 countries with the ranking URL, $0.30 per 1,000 checks. No keyword caps, 3,000 free credits.
- [SERP API](https://searlo.tech/serp-api): Searlo SERP API: real-time Google results at $0.30 per 1,000 queries, with organic positions and structured data for AI agents, SEO and rank tracking.
- [SERP API Pricing](https://searlo.tech/serp-api-pricing): SERP API pricing compared for 2026: Searlo, SerpApi, Serper, SearchAPI and DataForSEO per 1,000 queries, free tiers and hidden costs.
- [Status](https://searlo.tech/status): Live status of Searlo API services from health checks run every minute over the last 10 minutes: web search, SERP, AI answers, web data and more.
- [Email Verifier](https://searlo.tech/tools/email-verifier): Free email verifier: check syntax, MX, SMTP mailbox, disposable and role-based addresses in one click. No signup required.
- [White Label SERP API](https://searlo.tech/white-label-serp-api): White-label SERP tracking API: resell rank tracking under your own brand at $0.30 per 1,000 queries, 195 countries, no Searlo branding.
- [Web Scraping API](https://searlo.tech/web-scraping-api): Scrape any URL to markdown, HTML, links or tables, crawl sites, map sitemaps and extract schema-defined records from 1 credit a page.
- [Web Crawler API](https://searlo.tech/web-crawler-api): Crawl a whole site as a background job: depth and path filters, robots.txt respected, a webhook when done. From 1 credit per page; map its URLs first for 1.
- [URL to Markdown API](https://searlo.tech/url-to-markdown-api): Convert any URL to clean markdown for LLM and RAG ingestion: main content only, token-sized chunks, metadata and JSON-LD. From 1 credit per page, 3,000 free.
- [Data Extraction API](https://searlo.tech/data-extraction-api): Send URLs and a flat field schema, get typed records back, read first from each page's own JSON-LD and meta tags. From 1 credit per successful URL; failures free.
- [Email Verification API](https://searlo.tech/email-verification-api): Verify email addresses over REST: syntax, MX and SMTP mailbox checks plus disposable and role flags. 5 credits a check, $1.50 per 1,000 at the Scale pack.
- [Google Scholar API](https://searlo.tech/google-scholar-api): Google Scholar has no official API. Get papers, authors, year, citation counts and free PDF links as JSON at $0.30 per 1,000 queries.
- [Google Patents API](https://searlo.tech/google-patents-api): Search Google Patents by keyword, assignee or inventor and get publication numbers, filing and grant dates, status and PDF links as JSON.

## Solutions
- [Cheapest SERP API](https://searlo.tech/cheapest-serp-api): Compare SERP API pricing in 2026: Searlo $0.30/1K vs SerpAPI $15/1K vs Serper $1/1K. Save up to 98%. Full pricing comparison table with free tier.
- [Google CSE Alternative](https://searlo.tech/google-custom-search-api-alternative): Custom Search JSON API: 100 free queries a day, then $5 per 1,000, capped at 10,000/day. Closed to new customers, shutting down January 1, 2027.
- [Google CSE JSON API Closure](https://searlo.tech/google-custom-search-json-api-closed-to-new-customers): What 'closed to new customers' means for Google's Custom Search JSON API, which products it affects, the January 1, 2027 shutdown, and where to migrate.
- [Google CSE JSON API Pricing](https://searlo.tech/google-custom-search-json-api-pricing): Custom Search JSON API pricing in 2026: 100 free queries a day, then $5 per 1,000, capped at 10,000 a day, plus a $0.30/1K alternative.
- [Maps API Alternative](https://searlo.tech/google-maps-api-alternative): Get local business data without Google Maps pricing complexity. Search local businesses, get reviews, hours, and contact info with our simple API.
- [Google Rank Tracker API](https://searlo.tech/google-rank-tracker-api): Track Google keyword rankings by API: exact positions by country and language at $0.30 per 1,000 checks. 3,000 free credits to start.
- [Google Results API](https://searlo.tech/google-results-api): Get Google organic results, snippets, ads, and SERP features in structured JSON. A Google Results API for SEO, analytics, and AI agents. 3,000 free credits.
- [Google SERP API](https://searlo.tech/google-serp-api): Google SERP API for developers: real-time organic results, rank data and structured SERP JSON from $0.30 per 1,000 queries. 3,000 free credits.
- [Image Search API](https://searlo.tech/image-search-api): Google Images results via API: thumbnails, source URLs, dimensions and metadata as structured JSON at $0.30 per 1,000 queries.
- [News Search API](https://searlo.tech/news-search-api): Google News results via API: headlines, dates, sources and thumbnails as structured JSON at $0.30/1K, for media monitoring and AI agents.
- [Scrape Google Search Results](https://searlo.tech/scrape-google-search-results): Scrape Google search results the stable way: a SERP API with structured JSON, geo targeting and predictable pricing instead of brittle scrapers.
- [SE Ranking API](https://searlo.tech/se-ranking-api): Looking for an SE Ranking API? Searlo returns exact keyword positions and SERP data at $0.30 per 1,000 queries, with no per-keyword caps.
- [Search API for AI Agents](https://searlo.tech/search-api-for-ai-agents): Give AI agents real-time Google search via REST or MCP. TOON output cuts tokens; works with LangChain, CrewAI, AutoGen and LangGraph. $0.30/1K.
- [Competitive Intelligence](https://searlo.tech/solutions/competitive-intelligence): Watch competitors on Google by API: where they rank for your keywords, the ads they run, new pages, news and how AI answers describe them.
- [E-commerce](https://searlo.tech/solutions/ecommerce): Google Shopping listings with price, seller and rating, local stores with hours, reviews and competitor product pages as JSON, by API.
- [Search API for RAG](https://searlo.tech/search-api-for-rag): A search API for retrieval-augmented generation: fresh Google results and page content for LangChain and LlamaIndex, with token-lean TOON output.
- [SERP API for AI](https://searlo.tech/serp-api-for-ai): Ground AI with real-time web data. TOON format saves 60% tokens. MCP Protocol, streaming, one-time credit packs. Free 3,000 credits for RAG and LLMs.
- [SERP API for LLMs](https://searlo.tech/serp-api-for-llms): Use Searlo SERP API for LLM grounding with real-time search results. Token-efficient output, a native MCP server, and predictable pricing for AI products.
- [SERP API for SEO](https://searlo.tech/serp-api-for-seo): A SERP API for SEO teams: track rankings, SERP features and competitors in 195 countries at $0.30 per 1,000 queries. 3,000 free credits.
- [Web Search API](https://searlo.tech/web-search-api): Real-time Google web, image, news and shopping results in one web search API at $0.30 per 1,000 queries. Built for AI agents, RAG and apps.
- [Google Reviews API](https://searlo.tech/google-reviews-api): Google reviews via API: rating, text, author, date and owner replies from one GET request, up to 50 reviews per call at 1 credit.
- [Google Autocomplete API](https://searlo.tech/google-autocomplete-api): The suggestions Google shows as a query is typed, as JSON, for keyword research, content ideas and search-as-you-type UIs. 0.5 credits a query.

## Compare
- [Apify Alternative](https://searlo.tech/apify-alternative): An Apify alternative for search: one maintained Google SERP endpoint instead of scraper actors, at $0.30 per 1,000 queries. 3,000 free credits.
- [Bing API Alternative](https://searlo.tech/bing-search-api-alternative): Microsoft retired the Bing Search API in August 2025. What it cost, why it is gone, and a drop-in alternative with Google results at $0.30/1K.
- [Bright Data Alternative](https://searlo.tech/bright-data-alternative): Bright Data's SERP API is $1.50 per 1,000 requests pay-as-you-go. Searlo returns parsed results pages as JSON at $0.30/1K, with an MCP server and 3,000 free credits.
- [vs DataForSEO](https://searlo.tech/compare/dataforseo): Searlo vs DataForSEO SERP APIs: per-query pricing, synchronous versus task-queue delivery, and the features SEO tools need, side by side.
- [vs Google CSE](https://searlo.tech/compare/google-search-api): Google's Custom Search JSON API is closed to new customers and ends January 1, 2027. Compare limits, pricing and a $0.30/1K alternative.
- [vs ScrapingDog](https://searlo.tech/compare/scrapingdog): Compare Searlo vs Scrapingdog SERP APIs: parsed results pages as JSON, native MCP protocol, TOON format and one-time credit packs.
- [vs SearchAPI](https://searlo.tech/compare/searchapi): Searlo vs SearchAPI.io: $0.30 vs $4/1K, one-time credit packs, MCP protocol, TOON format, and a better free tier. Full feature comparison.
- [vs SerpAPI](https://searlo.tech/compare/serpapi): Compare Searlo vs SerpAPI search APIs: 94% lower pricing, one-time credit packs instead of a subscription, and native MCP Protocol support. Full breakdown.
- [vs Serper](https://searlo.tech/compare/serper): Compare Searlo vs Serper search APIs. Lower pricing, native MCP Protocol, and enterprise-grade reliability. Full feature breakdown.
- [vs Tavily](https://searlo.tech/compare/tavily): Searlo vs Tavily for AI agents: TOON format (63% fewer tokens), MCP protocol, full SERP data, $0.30/1K vs $8.00/1K. See which search API wins.
- [vs Zenserp](https://searlo.tech/compare/zenserp): Compare Searlo vs Zenserp SERP APIs: AI features (MCP, TOON), one-time credit packs and a public status page. Full comparison.
- [DataForSEO Alternative](https://searlo.tech/dataforseo-alternative): A DataForSEO alternative with one synchronous endpoint: live Google SERP data in a single GET at $0.30 per 1,000 queries, no task queue or polling.
- [Exa Alternative](https://searlo.tech/exa-alternative): Looking for an Exa AI alternative? Searlo delivers full real-time Google SERP data at $0.30/1K vs Exa's $3.50/1K. Native MCP protocol, TOON format included.
- [Firecrawl Alternative](https://searlo.tech/firecrawl-alternative): A Firecrawl alternative: scrape, crawl, map and extract plus real-time Google SERP data on one key, from $0.30 per 1,000. MCP server included.
- [Oxylabs Alternative](https://searlo.tech/oxylabs-alternative): A lighter Oxylabs alternative: structured Google SERP data from one endpoint at $0.30 per 1,000 queries, no enterprise contract. 3,000 free credits.
- [ScraperAPI Alternative](https://searlo.tech/scraperapi-alternative): A ScraperAPI alternative for search: structured SERP JSON, not raw HTML, at $0.30/1K versus $4.90/1K, with an MCP server and nothing to parse.
- [Scrapfly Alternative](https://searlo.tech/scrapfly-alternative): A Scrapfly alternative: parsed Google SERP data at $0.30/1K plus scrape, crawl, map and extract from 1 credit a page on the same key, with an MCP server.
- [ScrapingBee Alternative](https://searlo.tech/scrapingbee-alternative): A ScrapingBee alternative for search: structured Google SERP data at $0.30/1K plus scrape and crawl at a published price: 1 credit a page, 5 rendered from Nov 1.
- [SerpAPI Alternative](https://searlo.tech/serpapi-alternative): Switch from SerpAPI to Searlo: 90% cheaper pricing, one-time credit packs, native MCP Protocol, and TOON format. Same data quality, cleaner API.
- [Serper Alternative](https://searlo.tech/serper-alternative): Switch from Serper to Searlo: better pricing, TOON format, native MCP Protocol, and enterprise-grade reliability. Migrate in minutes.
- [Tavily Alternative](https://searlo.tech/tavily-alternative): Tavily charges $8 per 1,000 searches pay-as-you-go. Searlo returns the full structured Google SERP at $0.30/1K, with TOON output and an MCP server.
- [ValueSERP Alternative](https://searlo.tech/valueserp-alternative): A ValueSERP alternative with native MCP and TOON output at $0.30 per 1,000 queries. Full Google SERP data, one-time credit packs, 3,000 free credits.
- [ZenRows Alternative](https://searlo.tech/zenrows-alternative): A ZenRows alternative for search: parsed Google SERP data at $0.30/1K plus scrape and crawl at 1 credit a page, 5 when rendered from Nov 1.

## Resources
- [Blog](https://searlo.tech/blog): Tutorials, verified pricing comparisons and guides on SERP APIs, AI search, rank tracking and web data from the Searlo team.
- [FAQ](https://searlo.tech/faq): Answers to common questions about Searlo: pricing, credits, rate limits, authentication, integrations and getting started.
- [Glossary](https://searlo.tech/glossary): Plain definitions of search API terms: SERP, SERP API, organic result, credit, rate-limit tier, TOON, MCP, geotarget and per-1K rate.
- [Security](https://searlo.tech/security): Learn about Searlo's enterprise-grade security practices. GDPR compliant, with end-to-end encryption, OWASP Top 10 alignment, and comprehensive data protection.
- [Sitemap](https://searlo.tech/sitemap-pages): Browse all pages on Searlo.tech. Find documentation, pricing, comparisons, alternatives, tutorials, blog posts, and more.
- [Free Tools](https://searlo.tech/tools): Free tools on the Searlo API: check where a domain ranks on Google, whether ChatGPT and Gemini mention a brand, and if an email is deliverable.
- [AI Visibility Checker](https://searlo.tech/tools/ai-visibility-checker): Free AI visibility checker: see whether ChatGPT and Gemini mention your brand, cite your site, and which competitors they name. No signup.
- [SERP Checker](https://searlo.tech/tools/serp-checker): Free SERP checker: Google's first page for any keyword in 22 countries, where your domain ranks, ads, People Also Ask and AI Overviews. No signup.
- [Tutorials](https://searlo.tech/tutorials): Learn how to use SERP API with our step-by-step tutorials. Python and JavaScript examples, rank tracking guides, AI integration, and more. Free code samples.
- [Build a Rank Tracker](https://searlo.tech/tutorials/build-rank-tracker): Build a keyword rank tracker with a SERP API: track rankings across countries, monitor competitors and detect SERP changes. Full code.
- [SERP API with Python](https://searlo.tech/tutorials/serp-api-python): Use Searlo's Google SERP API from Python: authentication, search, pagination, rank tracking and AI examples, with copy-paste code.
- [Use Cases](https://searlo.tech/use-cases): How developers use Searlo: ground AI agents, feed RAG pipelines, build rank trackers, generate leads and monitor competitors, with code.
- [What Is SERP API](https://searlo.tech/what-is-serp-api): Learn what a SERP API is, how it works, and how developers use it for SEO tools, AI agents, rank tracking, and search intelligence applications.

## Company
- [About Us](https://searlo.tech/about): Learn about Searlo's mission to make powerful search accessible to every developer. Meet our team and discover our values.
- [Contact](https://searlo.tech/contact): Contact the Searlo team for sales inquiries, support, partnerships, or any questions. We typically respond within 24 hours.
- [Privacy Policy](https://searlo.tech/privacy): Searlo Privacy Policy. Learn how we collect, use, and protect your personal information when using our search API services.
- [Terms of Service](https://searlo.tech/terms): Searlo Terms of Service. Read our terms and conditions for using the Searlo search API platform.

## Blog
- [ChatGPT, Perplexity, Copilot and Gemini Cite Different Sources: A 120-Answer Study](https://searlo.tech/blog/ai-search-citation-study-2026): We asked ChatGPT, Perplexity, Microsoft Copilot and Google Gemini the same 30 questions on the same day. Between them they cited 458 domains, 76% of them by one engine only, and all four agreed on a source for one question in thirty. The method, the numbers and the dataset.
- [Google Custom Search JSON API Shutdown (January 1, 2027): Step-by-Step Migration Guide](https://searlo.tech/blog/google-custom-search-json-api-shutdown-migration): Google is discontinuing the Custom Search JSON API on January 1, 2027. What Google's own pages say, quoted and dated, what they leave out, and a step-by-step migration: parameter and response-field mapping tables, before-and-after Python and Node clients, the cost of the move and a testing and rollout checklist.
- [How to Track Your Brand in ChatGPT, Copilot and Gemini (With an API)](https://searlo.tech/blog/track-brand-visibility-in-ai-answers): A practical AI visibility tracking tutorial: build a prompt set, sample ChatGPT, Microsoft Copilot and Google Gemini several times per prompt, and compute mention rate, citation share and first-mention position in Python, with the cost of every engine in dollars.
- [How to Monitor Google AI Overviews for Your Keywords (API Tutorial)](https://searlo.tech/blog/track-google-ai-overviews-api): Build a daily AI Overview tracker: for every keyword, record whether Google showed an AI Overview, which sources it cited, whether your domain was one of them, and your organic rank from the same results page. One GET /serp call per keyword from 3 credits, with the Python to run it.
- [How to Scrape Google People Also Ask Questions at Scale (Python)](https://searlo.tech/blog/scrape-people-also-ask-questions): Build a Python pipeline that pulls Google's People Also Ask questions for a list of seed keywords, dedupes them, groups them by intent and exports CSVs for content briefs and FAQ sections. Real response keys, tested code, the cost in dollars and the limits that matter.
- [Best AI Visibility (GEO) Tracking Tools and APIs in 2026: Verified Pricing](https://searlo.tech/blog/best-ai-visibility-tools-2026): Eight tools that track brands in ChatGPT, Perplexity, Gemini, Copilot and Google's AI answers, compared on entry price, engines covered and API access. Every figure was read off the vendor's own pricing page on 2026-09-29, and gaps are stated as gaps.
- [Best Web Scraping APIs in 2026: Verified Pricing and the Credit-Multiplier Trap](https://searlo.tech/blog/best-web-scraping-api-2026): Seven web scraping APIs compared on their published baseline rate and — where the vendor actually discloses it — the real multiplier for JavaScript rendering and premium add-ons. Every figure read off the vendor's own pricing page on 2026-09-13.
- [Best Rank Tracker APIs in 2026: Verified Pricing, No Fake Benchmarks](https://searlo.tech/blog/best-rank-tracker-api-2026): Nine rank tracking APIs compared on what they actually return and what they actually cost - every price read off the vendor's own page on 2026-08-26, with the unverifiable ones labelled instead of guessed.
- [11 Best SERP APIs in 2026: Complete Developer Comparison](https://searlo.tech/blog/best-serp-api-2026): We compared every major SERP API on accuracy, pricing, and AI features. Here's our unbiased ranking, with code examples, cost analysis, and Searlo's own measured latency for developers.
- [Bing Search API Deprecated: Complete Migration Guide (2026)](https://searlo.tech/blog/bing-search-api-deprecated-migration-guide): Microsoft deprecated the Bing Search API in August 2025. Here's a step-by-step guide to migrate your application to a modern alternative with real-time Google results.
- [How to Add Web Search to LangChain Agents (Python)](https://searlo.tech/blog/add-web-search-to-langchain-agents): Step-by-step guide to giving your LangChain agent real-time web search capabilities using a custom tool. Includes working code for both function-calling and ReAct agents.
- [Add Web Search to CrewAI Agents in 5 Minutes](https://searlo.tech/blog/crewai-web-search-tool-setup): Quick tutorial: create a custom web search tool for CrewAI multi-agent workflows. Give your research and analysis agents real-time Google search capabilities.
- [Search API Cost Comparison 2026: Who's Actually Cheapest?](https://searlo.tech/blog/search-api-cost-comparison-2025): Data-driven pricing comparison of SerpAPI, Serper, Tavily, Bright Data, SearchAPI.io, and Searlo. Real cost-per-query analysis for AI agents, SEO tools, and production workloads in 2026.
- [Google Search API in Python: Complete Guide with Code Examples (2026)](https://searlo.tech/blog/google-search-api-python): Learn how to use a Google Search API in Python with working code examples. Covers requests, async httpx, pagination, image search, news search, and error handling.