Compare Crawlora's structured, multi-platform web data APIs — including normalized Google, Bing, and Brave search — with Linkup's Fetch, Search, and Research APIs built to ground AI agents, sales tools, and enterprise applications in real-time web data.
Benchmark
We ran Crawlora’s /web/scrape endpoint once against a stratified sample of 30 public URLs (docs, e-commerce, and anti-bot-protected sites), with the cache bypassed. 21/30 requests returned usable content.
This is Crawlora's own measured reliability on a single disclosed run — not a head-to-head benchmark against Firecrawl, Scrapfly, or any other named competitor. We don't hold API keys for competitor products and won't publish a number for a tool we haven't actually run.
Internally conducted benchmark, run . Last verified . Full methodology and per-URL results.
Short verdict
Crawlora is stronger when you need normalized, position-accurate search JSON and structured records from many supported platforms. Linkup is stronger when you want an AI-grounding search layer with sourced answers, URL content extraction, deep research, and enterprise-grade private deployment options.
Quick comparison
Use this table as a starting point, then verify current details on the official provider pages before making a production decision.
| Category | Crawlora | Linkup |
|---|---|---|
| Product focus | Multi-platform structured web data APIs, including Google, Bing, and Brave search | Web Search API for AI: Fetch (URL extraction), Search (Fast/Standard/Deep), and Research (async deep research) |
| Best for | Structured records from known platforms plus normalized cross-engine SERP JSON | AI apps and agents needing grounded, cited web answers, content extraction, or deep research |
| Output format | Normalized JSON by endpoint — SERP-style results with positions, titles, URLs, snippets | Raw search results, an LLM-composed sourced answer, or a schema-shaped structured object, depending on the endpoint |
| Web search | Google, Bing, and Brave endpoints in one normalized shape | Single web-scale Search API with Fast/Standard/Deep modes tuned for AI tool-calling, not a literal SERP |
| Arbitrary-URL content extraction | Not the positioning — documented platform endpoints, not generic URL extraction | Fetch API extracts full content from any URL, priced per request |
| Multi-step, asynchronous research | Not offered — returns raw structured data for your own step | Research API runs asynchronous, multi-step deep research and returns a composed, cited result |
| Exact SERP positions | Position-accurate normalized results for rank tracking and monitoring | Ranked web-scale results tuned for grounding and relevance, not a literal rank-tracking SERP |
| Coverage beyond search | Maps, social, video, audio, podcasts, marketplaces, app stores, reviews, business, and finance | General open-web search, content extraction, and research; no platform-specific endpoints |
| Enterprise deployment | Hosted API only, standard terms | Private Index and Bring-Your-Own-Cloud deployment, SOC 2 Type II on all plans, SLA and zero-data-retention on Enterprise |
| Pricing model | Credit-based, billed on success; 2,000 free credits/month, no card | Pay-as-you-go per request: Fetch $0.001-$0.005, Search $0.005-$0.006, Research $0.25-$2.50; $20 free credit/month (~4,000 standard searches) |
Details
The right choice depends on output format, target coverage, developer workflow, and how much infrastructure your team wants to operate.
Linkup positions itself as "the production-grade Web Search API for AI" — used for legal AI, research copilots, sales agents, and voice applications, with case studies including sales-pipeline enrichment and real-time web intent signals. Crawlora's Google, Bing, and Brave endpoints are built around the literal SERP a user would see; Linkup's Search API is tuned for what an AI agent should read and cite, not for exact rank tracking.
Linkup splits its API into Fetch (synchronous URL content extraction, sub-2-second latency), Search (Fast/Standard/Deep modes for AI tool-calling), and Research (asynchronous deep research, 1-10 minute latency, with a Tasks wrapper to batch any of them). Crawlora normalizes Google, Bing, and Brave into one consistent JSON shape and adds structured records across dozens of other platforms — a different axis of breadth than Linkup's depth-per-endpoint model.
Linkup's Fetch API pulls full content from arbitrary URLs, and its Research API runs asynchronous, multi-step research and returns a cited, composed result. Crawlora has no equivalent to either — it returns raw structured data from documented platform endpoints only, with no arbitrary-URL extraction or multi-step research layer.
Linkup's Enterprise tier offers a Private Index (a dedicated, access-controlled index of proprietary data) and Bring-Your-Own-Cloud deployment, running the indexing layer inside a customer's own infrastructure, alongside SOC 2 Type II (included on all plans) and zero-data-retention. Crawlora has no equivalent private-index or in-customer-cloud deployment mode — it's a hosted API under standard terms.
Crawlora's Google, Bing, and Brave endpoints return position-accurate normalized JSON, so one snapshot covers all three for rank tracking and SERP monitoring. Linkup's Search API ranks and composes results for AI grounding and relevance, not the literal SERP a user would see, so it's the wrong tool when exact ranking is the requirement.
Linkup prices per request across three products with wide internal ranges — Research alone spans $0.25 to $2.50 per request depending on depth — while $20 of free credit refills monthly (roughly 4,000 standard searches). Crawlora is credit-based and billed on success across one shared pool, starting with 2,000 free credits/month. Compare the cost of a complete workflow, since the products don't share a billing unit.
Crawlora is designed for responsible public web data workflows. It should not be used for private or protected data, and no comparison page should be read as a guarantee that every target will succeed. Review provider terms, target-site rules, and your own compliance requirements before production use.
Evaluation checklist
Compare based on your real workflow and maintenance burden, not just top-line feature labels.
FAQ
These answers use conservative comparison language and should be verified against the official provider pages for current product and pricing details.
For some buyers, yes. Crawlora returns normalized SERP JSON (Google, Bing, Brave) and structured platform data; Linkup's APIs return AI-grounded search answers, extracted URL content, and cited research output. The right pick depends on whether you want raw structured results or AI-ready, sourced context.
Linkup (linkup.so) is a web search API for AI agents and LLM applications, offering Fetch (URL content extraction), Search (web search tuned for AI grounding, with Fast/Standard/Deep modes), and Research (asynchronous deep research) endpoints, priced per request.
No. Crawlora returns normalized structured JSON from documented platform endpoints; it does not extract arbitrary page content. Linkup's Fetch API is purpose-built for that.
No. Crawlora returns raw structured data; it does not run asynchronous, multi-step research or compose cited answers. Linkup's Research API is built for that, with 1-10 minute latency.
Crawlora. Its Google, Bing, and Brave endpoints return position-accurate normalized SERP JSON. Linkup's Search API ranks and composes results for AI grounding, not the literal SERP a user sees.
Yes — Linkup's Enterprise tier includes a Private Index (a dedicated, access-controlled index of your own data) and Bring-Your-Own-Cloud deployment, running inside your own infrastructure, alongside SOC 2 Type II, SLA, and zero-data-retention options.
Linkup is pay-as-you-go with no seats: Fetch is $0.001-$0.005/request, Search is $0.005-$0.006/request, and Research is $0.25-$2.50/request, depending on depth. Every account gets $20 in free credit refilled monthly, roughly 4,000 standard searches.
Yes. A common pattern is Linkup for AI-grounded search, content extraction, or research, and Crawlora for structured platform records and normalized cross-engine SERP JSON your pipeline stores and tracks.
Last reviewed: . Competitor pricing and features can change. Check each official provider page for the latest details.
Browse endpoint docs, run a Playground request, and compare credit-based pricing before deciding whether Crawlora fits your workflow.