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From start URL to many pages
Orchestrate multi-page extraction without building your own crawler.
Ask a question
Send a natural language question or a data point you want enriched — a company name, a person, a URL, anything.
Olostep searches & validates
Our engine runs live web searches, reads the most relevant pages, and cross-validates across multiple sources.
Get structured JSON with sources
Receive clean, typed JSON in the exact shape you specified — plus the URLs used to generate the answer.
{
"company": "Retell AI",
"yc_batch": "W24",
"category": "Voice Agents"
},
{
"company": "Vapi",
"yc_batch": "W21",
"category": "Voice Infrastructure"
}
]}
Built for reliable data extraction
The /v1/answers endpoint is designed for production use —
with built-in safeguards against hallucinations and missing data.
Custom JSON schema
Define exactly the shape of data you want back. The API maps every web-sourced fact into your schema automatically.
NOT_FOUND for uncertainty
When data can't be verified on the web, the field returns NOT_FOUND — never a hallucinated guess.
Sources included
Every answer comes with the URLs that were read to generate it. Full traceability, zero black-box outputs.
Real-time web data
Searches the live web on every call. No stale training data, no knowledge cutoff — always current.
Ask a question. Get structured JSON.
Pass a natural language question with an optional JSON schema and
get back a structured, sourced answer — grounded in live web data.
Get answers from the Web
1# pip install olostep
2from olostep import Olostep
3
4client = Olostep(api_key="YOUR_REAL_KEY")
5
6answer = client.answers.create(
7 task="What does Olostep do and what is its core offering?",
8 json_format={"company": "", "what_it_does": "", "core_offering": ""},
9)
10
11print(answer.json_content)
12print(answer.sources)1// npm i olostep
2import Olostep from 'olostep'
3
4const client = new Olostep({ apiKey: 'YOUR_REAL_KEY' })
5
6const answer = await client.answers.create({
7 task: 'What does Olostep do and what is its core offering?',
8 jsonFormat: { company: '', what_it_does: '', core_offering: '' },
9})
10
11console.log(answer.json_content)
12console.log(answer.sources)1curl -s -X POST "https://api.olostep.com/v1/answers" \
2 -H "Authorization: Bearer <YOUR_API_KEY>" \
3 -H "Content-Type: application/json" \
4 -d '{
5 "task": "What does Olostep do and what is its core offering?",
6 "json": {"company": "", "what_it_does": "", "core_offering": ""}
7 }'
What you can build
From spreadsheet enrichment to AI-powered research —
the Olostep Answers endpoint powers it all.
Enrich spreadsheets
Upload a list of company names and get funding stage, headcount, tech stack, and more — all filled in automatically.
Ground your LLM product
Give your AI assistant real-world data to work with. Prevent hallucinations by anchoring outputs to live web sources.
Research automation
Replace manual research workflows. Ask any question and get a sourced, structured answer in milliseconds.
Trusted by Amazing Teams Building the Future of AI
Olostep is the best!!! We automated entire data pipelines with just a prompt
Olostep has become the default Web Layer infrastructure for our company
Olostep works like a charm! And your customer service is exceptional
Olostep lets us turn any website into an API. Great product, great people
I highly recommend Olostep, great product!
We verify coupon codes at scale. Love Olostep. It works on any e-commerce
Olostep is the best API to search, extract, and structure data from the Web. Happy to be customers
We use /batches combined with parsers and it's magical how we can get structured data at large scale
Olostep allowed us to search and structure events data across the Web
Reliable and cost-effective API for working with data. Congrats on the cool product
Start answering with the web
Get clean data for your AI from any website with Olostep
Most cost-effective API. Built for scale
Frequently asked questions
What is the Olostep Answers endpoint?
The Olostep Answers endpoint lets you ask any natural language question about the web and receive AI-powered, structured JSON back. It searches live sources, reads relevant pages, cross-validates results, and returns NOT_FOUND when data cannot be verified — never a hallucinated guess.
How is this different from a regular LLM or ChatGPT?
Unlike LLMs that rely on static training data, the Answers endpoint searches the live web on every call powered by the Olostep scraping and crawling API. You get real-time, source-backed answers grounded in actual web pages — not knowledge that may be months or years out of date.
What does NOT_FOUND mean?
When the endpoint cannot verify a data point from live web sources, it returns NOT_FOUND for that specific field rather than guessing. This gives you full confidence in what was actually found versus what is unknown.
Can I define the JSON shape I want back?
Yes. Pass a json parameter with an object describing the fields you want. For example: {"funding_stage": "", "investors": []}. The API will map every found fact into your schema automatically.
Are sources always included in the response?
Yes. Every answer includes the URLs that were read to generate it. You get full traceability — no black-box outputs. You can verify every claim against the original source.
How is this different from a regular LLM or ChatGPT?
Unlike LLMs that rely on static training data, the Answers endpoint searches the live web on every call powered by the Olostep scraping and crawling API. You get real-time, source-backed answers grounded in actual web pages — not knowledge that may be months or years out of date.
Can I use it for bulk enrichment?
Yes. Feed in a list of companies, people, or URLs and get back a fully enriched dataset in structured JSON. This is ideal for CRM enrichment, lead intelligence, and research automation workflows.
Does it work with any LLM or AI pipeline?
Yes. The endpoint is designed as a drop-in tool for any LLM pipeline. Use it to ground your AI assistant with real-world data, prevent hallucinations, or enrich context before passing it to your model.
How much does the Answers endpoint cost?
Answers costs 20 credits per request. The first 500 credits are free — no credit card required. Paid plans start from $9/month.
