Search API pricing in 2026: what 1,000 searches really cost an AI agent

Every search API puts a price per 1,000 searches on its pricing page, and every comparison article copies those numbers into a table. The table is useful, but it hides the part that decides your real bill: an AI agent rarely stops at the search results. It opens the best two or three pages and reads them, because snippets are too short to answer anything properly.

So this post does two things. First, the plain price per 1,000 searches at each provider's entry plan. Then a worked example of a real agent, with page reading included, because that is where the totals change.

Price per 1,000 searches

Public list prices as of November 2026, at each provider's entry paid plan. Prices change often, so check each site before you decide.

At this level the ranking looks simple. It is not, because the products do different amounts of work per call.

What a search call does not give you

A search result is a title, a URL and a snippet of one or two sentences. That is enough for a link list, and not enough for an agent that has to explain, compare or summarise. To answer well, the agent reads the pages. How each provider handles that step matters more than the search price:

• SerpApi returns Google's results page as JSON. Reading the pages is your job: you fetch them, deal with blocks and paywalls, and extract the text yourself.
• Brave Search API returns results from Brave's own index. Page text is not part of the search plan, so again you fetch and clean pages yourself.
• Tavily and Exa can return page content as part of the call or through an extract endpoint, priced in their own credits.
• NestDaddy has a page-reading endpoint and an MCP read_page tool. A search costs 1 credit, reading a full page costs 2. News search, news by country and research papers use the same credits and the same key.

"Fetch the pages yourself" sounds free, but it means running a scraper: proxies, retries, parsers that break when a site changes its layout, and pages that refuse bots. For a side project that may be fine. For a product, it is a second system to keep alive.

A worked example

An agent answers 250 questions a day. For each question it runs one search and reads one page in full. Over 30 days that is 7,500 searches and 7,500 page reads.

Brave is the cheapest line if you already run a good scraper and only need search. Once page reading is part of the job, a plan that includes it, with no second system to maintain, comes out cheaper in money and in engineering time.

What else is in the price

Price per call is one axis. A few others decide whether the API fits your agent:

• Fresh news. Agents get asked about today. NestDaddy includes news by topic and by country from local publishers in 39 countries, refreshed through the day, plus keyword news search going back 120 days. General web search indexes rarely surface news from the last hour.
• MCP. If your agent runs in Claude, Cursor, VS Code or n8n, a remote MCP server saves you writing tool code. NestDaddy ships one; check whether your provider does.
• Your own index or someone else's. Resold Google results can disappear or change terms. An independent index, like Brave's or NestDaddy's, is a separate supply.
• Rate limits and what happens at the limit. Some APIs bill overage automatically. NestDaddy stops at your plan's credits and answers with a clear message, so a loop in your agent cannot run up a bill.

Try it before you choose

The cheapest way to compare is to run your own agent against two or three providers for a day and count the calls. NestDaddy's Free plan gives you 1,000 credits a month with no card, which is enough to test search, news and page reading on real questions.

• Plans and credits: pricing
• Set up the MCP server in Claude, Cursor or VS Code: NestDaddy MCP
• REST reference: API docs

NestDaddy prices as of November 2026; current plans are always at nestdaddy.com/pricing. Other providers' prices are taken from their public pricing pages and third-party price trackers in November 2026, rounded, and change often; check their sites for current pricing.

Originally published on the NestDaddy blog. NestDaddy gives your AI today's internet: live web search and real-time breaking news from its own index. nestdaddy.com/mcp