Find local businesses in your own words

Requests to start from

Three ways to ask. Each one opens in the workspace, read into parts you can check and change.

1. A1

   Dental practices in Florida with three or more locations. Leave out practices owned by a dental service organization. Include the website and phone number.

   Open it in the workspaceCopy for your agent
2. A2

   Commercial roofing contractors in Texas rated 4.5 or higher with at least 100 reviews. Include the phone number and website.

   Open it in the workspaceCopy for your agent
3. A3

   Veterinary clinics in Ohio with online booking. Leave out the chains. Include the phone number and opening hours.

   Open it in the workspaceCopy for your agent

How it reads

Take A1. Before the quote, SpecStream turns it into parts you can check and change. Edit one and the request saves as a new saved version. Anything it can’t support stays visible instead of being quietly dropped.

Details you can ask for

• Address
• Opening hours
• Phone
• Website
• Email
• Social profiles
• Category
• Services offered
• Independent or chain
• Cuisine
• Outdoor seating
• Wifi
• Delivery
• Rating
• Review count
• Price level
• Still open

Use them as conditions, ask for them back, or both; the field picker in the workspace shows which work where. Mark a detail required and a result needs evidence for it before it counts. Optional details can come back empty without sinking the record.

Where it looks

SpecStream picks the sources that fit each request and reads them live. Every fact keeps its source and the time it was read. Where SpecStream looks · How evidence works

From your agent or your code

Ask for the same list from your agent or your code. Your agent sees the price before it runs, then gets every match with the details you asked for. It works within your spending limit. Connect your agent with MCP.

Use SpecStream to find this:

Dental practices in Florida with three or more locations. Leave out
practices owned by a dental service organization. Include the website
and phone number.

Show me how you read it and the price before you run anything.

specstream compile 'Dental practices in Florida with three or more locations. Leave out practices owned by a dental service organization. Include the website and phone number.'

import os
from specstream_client import Client

client = Client(api_key=os.environ["SPECSTREAM_API_KEY"])
request = client.compile(
    "Dental practices in Florida with three or more locations. Leave "
    "out practices owned by a dental service organization. Include "
    "the website and phone number."
)

import { Client } from "@specstream/sdk"

const client = new Client({ apiKey: process.env.SPECSTREAM_API_KEY! })
const request = await client.compile(
    "Dental practices in Florida with three or more locations. Leave " +
        "out practices owned by a dental service organization. Include " +
        "the website and phone number."
)

What it costs

You pay for the results that match, at the rate the quote shows.

• Standard, $0.10 a match: up to 5 facts to check or return, with no related list.
• Expanded, $0.30 a match: up to 15 facts, plus one related list, such as a company’s jobs or a creator’s posts. 10 related records a result are included, then 10¢ for each further 10.
• Deep, $1 a match: anything beyond Expanded.
• A person’s email, +$0.10; a phone, +$0.25 on top of the rate, when the request asks for one. A likely email counts and says likely. Rows without it pay their rate alone.
• Your own list, $0.05 a row checked. A row that matches pays its rate instead.

New accounts get $10 of work free to start, no card. See pricing

Then what?

Put them on a map and filter by the territory you cover. Or export them to CSV, Excel, JSON, or HTML, share a snapshot with an expiry date, and pick the work up later from wherever you left it.

For this job: Local businesses

Keep digging

• Companies
• People
• Creators
• Apps
• Job postings
• Papers
• Tenders
• Grants

Or flip through the whole crate and ask for any of them the same way.