What does SML Web Research cost?

The published one-shot display price is 0.003 USDC. The execution endpoint's fresh HTTP 402 challenge is the authority for actual terms. Reading a known public HTTPS URL through SML URL-to-Markdown instead has a published price of 0.001 USDC per accepted read.

When should an AI agent choose Tavily or Exa instead?

Choose a dedicated search platform when its supported features, coverage, API-key workflow, research capabilities, or crawling scope are required. Choose a narrow SML tool when a bounded retrieval job with inspectable per-call x402 terms is sufficient.

AI-agent web access comparison · Updated October 26, 2026

Tavily alternatives for AI agents: choose by the job, not the hype.

Q: Does Script Master Labs offer an alternative to Tavily web search?

Yes. SML Web Research offers a narrow search-and-extract tool for a single query with source-backed results when retrieval succeeds. It is not a feature-equivalent replacement for Tavily's broader Search, Extract, Crawl, Map, and Research products.

If you need general web search, Tavily and Exa are established API options. If your agent needs a bounded search-and-extract call with an inspectable USDC price, SCRIPTMASTERLABS Web Research now serves that specific job. If you already know the URL, skip search altogether and buy the smaller Markdown read.

Script Master Labs LLC publishes this independent comparison. No vendor endorsement, benchmark superiority or paid-delivery result is implied. Product behavior and pricing can change; inspect primary contracts before integration.

Inspect SML's free live contract See API use cases & pricing

Which Tavily alternative matches the task?

DISCOVER MANY SOURCES

Tavily or Exa

Use a dedicated search platform when search controls, broad retrieval options, or platform-specific research features matter.

Tavily Search docs · Exa Search docs

ONE QUERY + REAL SOURCE EXTRACTION

SML Web Research

Run one web research job and fetch up to three source pages when the provider works. Inspect the free readiness response; the paid call has a fresh x402 price challenge.

Web Research overview

SOURCE URL ALREADY KNOWN

SML URL to Markdown

A public HTTPS URL in, compact Markdown out. Do not pay a discovery/search fee for a source you already know.

URL to Markdown overview

Feature and purchase-model comparison

Option	Best-fit job	Purchasing & verification	Important limit
Tavily Search	Search plus retrieval for LLM apps; Tavily also publishes separate Extract, Crawl, Map and Research offerings.	Account/API-key access. Check Tavily's current documentation and pricing.	Vendor API terms and feature-specific limits apply.
Exa Search	Search web sources and return matching content to an AI workflow.	Account/API-key access. Check Exa's current documentation and pricing.	Not the same commercial contract as x402 pay-per-call.
SML Web Research	One query followed by safe extraction of up to three source pages.	0.003 USDC published one-shot display price. Free GET readiness contract; inspect execution route's fresh PAYMENT-REQUIRED terms before any signature.	Contract advertises max 10 search results, max 3 fetched pages, max 30,000 characters/page. It is not an autonomous long-form research agent.
SML URL to Markdown	Read one known public HTTPS page without search.	0.001 USDC published per accepted read; free reader contract before payment.	No JavaScript execution, authenticated browsing, or whole-site crawling.

The quoted SML amounts are published prices, not authority to charge. Live payment terms come from each execution route. Other providers' current prices are intentionally not guessed.

Try the no-spend inspection first

Reading these public contracts makes no payment. A valid HTTP 402 challenge is a quote, not an accepted payment or proof that a research result was delivered.

curl -i 'https://squeezeos-api.onrender.com/api/web/research/info'
curl -i 'https://squeezeos-api.onrender.com/api/web/reader-info'

The Web Research readiness response observed October 26 reported a configured and proven search-provider route and durable credit storage. This was a free readiness observation; it was not a new paid research execution or settlement test. Retrieval errors must not be replaced with invented sources.

Choose an API by job Inspect buyer evidence

Looking for pay-per-query SEO metrics instead?

Keyword volumes, SERP monitoring, backlink estimates and domain metrics are a different data category from Tavily's general web search. SML has separately documented experimental SEO metering work, but an old SEO preview does not establish a production-paid research product. Evaluate that capability from its own fresh service contract; do not confuse it with Web Research above.

For web content and source retrieval, start with the live Web Research overview. For known web pages, use the smaller extraction product.

Frequently asked questions

Does Script Master Labs offer an alternative to Tavily web search?

Yes. SML Web Research now offers a narrower single-query search-and-extract product. It does not claim Tavily's breadth of search, crawl, map, or longer research workflows. Read the live contract before integrating.

How much is a Web Research call?

The published display price is 0.003 USDC for one shot. The fresh x402 challenge from the execution route governs the actual terms. A 402 response or signed authorization does not itself prove settlement or delivery.

What if my agent already knows the URL?

Use URL to Markdown to fetch a public page at the published price of 0.001 USDC per accepted read. A search product adds cost and work when source discovery is unnecessary.

Does SML provide the same crawling, JavaScript, or login capabilities as Tavily?

No equivalence is claimed. These SML public-page primitives do not provide an authenticated browser, JavaScript-driven form interaction, or whole-site crawl orchestration.

Primary contracts and dated sources

SML Web Research free readiness contract — observed October 26, 2026
SML URL to Markdown free product contract
Tavily Search API documentation and vendor feature overview
Exa Search API documentation

Status policy: a readiness check confirms an advertised contract, not sustained uptime, measured search quality, or paid delivery. The buyer's client controls spending; payment settles only after the required evidence.