What is Deep Research?
Deep Research is a major topic in 2025-2026. Teams using AI for Deep Research need automated pipelines that deliver continuous information at scale. Deep Research teams aren’t running simple Search Engine Optimization (SEO). They need constant access to Search Engine Results Pages (SERP) as well as direct access to individual websites.
Deep Research engines are driven by two core technologies: SERP APIs and Web Unlocking tools. These tools aren’t simple nice-to-haves. They are the infrastructure.
- SERP APIs give models stable access to structured search results.
- Web Unlocking tools allow AI models to analyze web pages and articles directly.
When combined with powerful inference models, these tools give your team everything it needs to perform Deep Research at scale.
What is a SERP API?
SERP APIs deliver structured search engine results without the need for manual web scraping. Teams don’t need to worry about formats, parsing or digging through HTML. The concept is very simple. Ping an endpoint and get structured JSON results.
Search results are the most important entry point for Deep Research models. Just like humans begin with search engines for research, AI models begin here too. When models analyze these results using JSON or a similar format, they can handle thousands of results in seconds. From there, they can identify relevant content from individual sites.
What is a Web Unlocking tool?
Web Unlockers give software stable access to individual websites using techniques like proxy rotation, CAPTCHA solving and even parsing features. Automated access to top websites can be particularly difficult. Once you move beyond search results, the web becomes far more difficult for your model due to challenges like this.
- Geolocation: Some sites serve different content based on your location. Have you ever noticed how Amazon charges different pricing based on location? The best tools allow teams to control their location across multiple searches.
- Complex challenges: Sites often use JavaScript challenges, CAPTCHAs and other techniques to validate the browser viewing the site. These challenges are especially difficult for teams using automated access.
- Parsing: Websites are served as HTML for rendering. This often results in messy, bloated pages that can max out the context window. Web Unlockers need to extract the content and ignore the bloat — so models can understand the context with efficiency.
Top SERP APIs
SerpApi

SerpApi has been a major player in this space for a long time. It’s one of the most popular SERP solutions in the industry. Each response follows the same structure and models don’t need to constantly interpret the information coming back.
- Real-time data: SerpApi guarantees up-to-date results with each API call.
- Geotargeting: Using their
locationparameter, users can specify exactly where they want their results to come from. If you want results from Spain, choose your location accordingly. - JSON results: Teams get structured results. They can even get local stories, maps and Google’s direct answer features.
- Search engines: SerpApi comes with support for most major search engines like Google, Bing, Yandex, DuckDuckGo and Yahoo. They also offer specialized search APIs for e-commerce and social media.
- Pricing:
- Free: 250 searches/month
- Developer ($75/month): 5,000 searches/month
- Production ($150/month): 15,000 searches/month
- Big Data ($275/month): 30,000 searches/month
SerpApi offers stable and predictable search results with a simple and upfront pricing plan. At 30,000 searches per month, your AI agents can perform Deep Research up to 1,000 times a day with stable performance throughout the month.
Bright Data SERP API

Bright Data’s SERP API is built for teams that need both precision and enterprise-level scale. The SERP API outputs are extremely detailed and verbose. They offer a variety of packages ranging from Pay-As-You-Go for smaller developers to the 2M results plan for large projects that need highly detailed results with stability and scale.
- Real-time data: Results are up-to-date within one second.
- Geotargeting: Geotargeting is free. Teams can access location-specific results with zero upcharge.
- JSON results: By default, results come in a highly detailed JSON format. However, users can receive results as Markdown or HTML as well.
- Search engines: Bright Data’s SERP API offers support for Google, Bing, DuckDuckGo, Yandex, Baidu, Yahoo and Naver.
- Pricing:
- Pay-As-You-Go ($1.50/1K searches): $0.0015/search
- 380K ($499/month): 380,000 searches/month
- 900K ($999/month): 900,000 searches/month
- 2M ($1,999/month): 2,000,000 searches/month
Bright Data gives teams highly detailed SERP results with speed and stability. However, their plans are significantly higher cost than SerpApi and ZenRows. Their SERP API is best for teams who need detailed search results at enterprise scale.
ZenRows SERP Scraper

ZenRows is another interesting offering. Known primarily for web scraping and extraction tools, ZenRows also provides a reliable SERP API. They offer structured data with strong support for concurrent requests.
- Real-time data: Results are scraped in real-time. No worries about data freshness.
- Geotargeting: Choose your geolocation from anywhere in their proxy network.
- JSON results: Teams still gain access to JSON results. Each result object has three fields:
title,linkandsnippet. This is sufficient for lightweight searches. - Search engines: ZenRows SERP Scraper is a branch of their Universal Scraper API. They offer structured results from Google, Bing and Yandex.
- Pricing:
- Developer ($69/month): 250,000 searches/month
- Startup ($129/month): 1,000,000 searches/month
- Big Data ($299/month): 3,000,000 searches/month
The ZenRows SERP Scraper offers a solid solution for teams looking to scale. Users should note that accessing “protected” results costs more than the standard search — actual results may vary based on usage.
Top Web Unlocking tools
Bright Data Web Unlocker API

Bright Data’s Web Unlocker API offers an enterprise-level solution for high-usage teams with strong unblocking needs. Pricing plans range from Pay-As-You-Go ($1.50/1,000 requests) to their 2M plan which supports up to 2,000,000 requests.
- Automated unblocking: The Unlocker API gives a solid mix of bypassing and CAPTCHA solving.
- Proxy rotation: Proxies automatically rotate using Bright Data’s proxy networks.
- Parsing: Teams and AI agents can get their content as JSON, HTML, Markdown or screenshots.
- Geotargeting: Geotargeting is supported free of charge. View supported locations here. Teams can geotarget by country, state, city or ZIP code.
- JavaScript rendering: Web Unlocker comes with JavaScript support on the initial page load only. For full browser support, teams need to use their Scraping Browser API.
- Pricing:
- Pay-As-You-Go ($1.50/1K requests): $0.0015/request
- 380K ($499/month): 380,000 requests/month
- 900K ($999/month): 900,000 requests/month
- 2M ($1,999/month): 2,000,000 requests/month
With Bright Data’s Unlocker API, teams only pay for successful requests. All unblocking mechanisms are included even at the base price. Teams get JavaScript rendering on initial page loads and their AI agents can receive page content as screenshots, HTML, Markdown or JSON. Unlocker API is a solid choice for teams who need stability and a full enterprise-scale unblocking suite.
Zyte

Zyte also offers their own API built specifically for unblocking. They are focused on dynamic services and flexible pricing. Some teams just need the basics: Proxy rotation, JavaScript support and occasional CAPTCHA bypass. Zyte is an excellent fit for teams balancing cost with practical needs.
- Automated unblocking: Zyte offers adaptive unblocking. Teams don’t always need top-notch unblocking. Only use the unblocking tools you need.
- Proxy rotation: Automated proxy rotation gives teams a stable connection.
- Parsing: The Zyte API offers automated extraction. Specify an extraction field and their API pulls it from the page.
- Geotargeting: Choose from any number of supported countries. Their full location list is available here.
- JavaScript rendering: Control a full browser directly from their unblocking API — with no separate product needed.
- Pricing:
- Pay-As-You-Go: $0.13-$1.27/1,000 requests
- 100 ($100/month): $0.10-$0.95/1,000 requests
- 200 ($200/month): $0.08-$0.76/1,000 requests
- 350 ($350/month): $0.07-$0.65/1,000 requests
- 500 ($500/month): $0.06-$0.60/1,000 requests
The pricing above is listed for unrendered HTTP requests. Their price breakdown includes a full spectrum based on your unblocking needs. Only pay for the services actually used. However, with dynamic pricing, some teams may experience difficulties when estimating or calculating budget needs. With Zyte, teams can balance their unblocking needs for practicality and cost-efficiency.
Decodo Site Unblocker

Decodo’s Site Unblocker offers a 100% success rate with over 195 locations and 24/7 tech support. They offer proxy rotation, browser fingerprinting and JavaScript rendering. Decodo’s pricing is flexible for all sorts of projects, ranging from low usage plans for smaller projects and enterprise plans that serve up to 500GB or 4,200,000 requests per month.
- Automated unblocking: Site Unblocker gets teams around common stuckpoints like CAPTCHAs and JavaScript.
- Proxy rotation: Rotate between proxies with no manual oversight needed.
- Parsing: Get your content as HTML or Markdown. If a model needs to view the full HTML, it can. Markdown is recommended for most use cases.
- Geotargeting: Choose from locations all over the world depending on your needs.
- JavaScript rendering: Retrieve dynamic page content with ease.
- Pricing:
- Pay for bandwidth:
- 1GB: $10/month
- 5GB: $45/month
- 10GB: $85/month
- 25GB: $200/month
- 50GB: $375/month
- 100GB: $675/month
- 250GB Enterprise: $1,500/month
- 500GB Enterprise: $2,750/month
- Pay for requests:
- 23K ($29/month): 23,000 requests/month
- 82K ($99/month): 82,000 requests/month
- 216K ($249/month): 216,000 requests/month
- 455K ($499/month): 455,000 requests/month
- 950K ($999/month): 950,000 requests/month
- 2000K Enterprise ($1,999/month): 2,000,000 requests/month
- 4200K Enterprise ($3,999/month): 4,200,000 requests/month
- Pay for bandwidth:
Decodo offers all the staples teams expect from an unblocking tool. Teams can expect reliable access with support for dynamic content and geotargeting. Deep Research models can read pages as Markdown. Markdown pages help make context windows easier to manage. Their pricing plans offer something useful for every project, regardless of size.
Full breakdown of providers
SERP APIs
| Feature | SerpApi | ZenRows | Bright Data |
|---|---|---|---|
| Real-time data | Yes | Yes | Yes |
| Geotargeting | Yes | Yes | Yes |
| Output formats | JSON | JSON | JSON, Markdown, HTML |
| Supported engines | Google, Bing, Yandex, DuckDuckGo, Yahoo | Google, Bing, Yandex | Google, Bing, DuckDuckGo, Yandex, Baidu, Yahoo and Naver |
| Entry pricing | $75/month | $69/month | $1.50 per 1,000 searches |
| Top pricing tier | $275/month | $299/month | $1,999/month |
| Max monthly volume | 30,000 searches | 3,000,000 searches | 2,000,000 searches |
Web Unblocking tools
| Feature | Decodo | Zyte | Bright Data |
|---|---|---|---|
| Adaptive unblocking | Yes | Yes | Yes |
| Proxy rotation | Yes | Yes | Yes |
| Parsing options | HTML, Markdown | Automated extraction | JSON, HTML, Markdown, Screenshots |
| Geotargeting | Yes | Yes | Yes |
| JavaScript support | Full rendering | Full browser rendering for additional cost | Initial load only |
| Entry pricing | $10/month or $29 per 23K requests | $0.13–$1.27 per 1,000 requests | $1.50 per 1,000 requests |
| Top pricing tier | $3,999/month | $500/month | $1,999/month |
| Max monthly volume | 4,200,000 requests | Dynamic | 2,000,000 requests |
Conclusion
SERP APIs and Web Unlocking tools are the hidden stack behind Deep Research agents. Using these tools, your models can search the web for the most reliable and up-to-date information. Once they’ve found it, they can access it. When paired with basic memory, these models can perform complex, multi-step research. Research that once took weeks can now be finished in just minutes.
When choosing tools for your own Deep Research stack, make sure your team understands its searching needs along with the access needs required to view articles and posts pertaining to the research. Smaller-scale projects might choose to run SerpApi with Zyte while enterprise teams might choose Bright Data to manage both SERP and Web Unlocking from a single enterprise provider.