Introducing Parallel Search Turbo: the fastest and lowest-cost search for AI. [Learn more.](/content/blog/parallel-search-turbo/index.html)[\[Learn more.\](/content/blog/parallel-search-turbo/index.html)](/content/ai/blog/parallel-search-turbo/index.html)

HumanMachine

January 21, 2026

# \\# Introducing structured outputs for the Monitor API

Tags:[Product](/content/blog?tag=product/index.html)

Reading time: 2 min

Today, we're releasing structured outputs for the Monitor API, giving you precise control over what information you receive when new events appear on the web.

When we launched the Monitor API last year, it introduced a fundamentally new pattern for web intelligence: instead of pulling information on demand, you could create queries that push notifications when relevant content appears. But the output format was limited; each match returned a URL and unstructured text, leaving downstream processing to your application.

With structured outputs, you now define exactly what fields you want extracted from each event. A monitor tracking competitor launches can return structured objects with product name, release date, key features, and pricing, ready for direct integration into your workflows without additional parsing or extraction steps.

## \\#\# **\*\*How structured outputs works\*\***

!\[\](https://cdn.sanity.io/images/5hzduz3y/production/68b8ba537ff8eda970b4e148a7586029c0623618-5396x3240.jpg)

Previously, a monitor tracking industry news would return matches as raw URL and text pairs. Your agent/application would need to parse, extract, and structure the relevant information before it could be used in downstream systems.

With structured outputs enabled, you can now define a schema specifying exactly what you want to know about each event. The Monitor API does the work of extracting and validating these fields automatically, returning structured objects that match your specification.

For example, a monitor that tracks funding announcements might define:

- \- **\*\*company\_name\*\***: The company that raised funding
- \- **\*\*round\_type\*\***: Series A, B, C, or other round designation
- \- **\*\*amount\*\***: Funding amount in USD
- \- **\*\*lead\_investors\*\***: List of lead investors in the round
- \- **\*\*announced\_date\*\***: When the funding was announced

Each match now returns a validated object with these fields populated.

## \\#\# How to enable it

Define your output schema when creating a monitor:

````
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curl --request POST \
  --url https://api.parallel.ai/v1/monitors \
  --header 'Content-Type: application/json' \
  --header "x-api-key: $PARALLEL_API_KEY" \
  --data '{
    "type": "event_stream",
    "frequency": "1d",
    "settings": {
      "query": "monitor ai news",
      "output_schema": {
        "type": "json",
        "json_schema": {
          "type": "object",
          "properties": {
            "company_name": {
              "type": "string",
              "description": "Name of the company the news is about, NA if not company-specific"
            },
            "sentiment": {
              "type": "string",
              "description": "Sentiment of the news: positive or negative"
            },
            "description": {
              "type": "string",
              "description": "Brief description of the news"
            }
          }
        }
      }
    }
  }'``` curl --request POST \
  --url https://api.parallel.ai/v1/monitors \
  --header 'Content-Type: application/json' \
  --header "x-api-key: $PARALLEL_API_KEY" \
  --data '{
    "type": "event_stream",
    "frequency": "1d",
    "settings": {
      "query": "monitor ai news",
      "output_schema": {
        "type": "json",
        "json_schema": {
          "type": "object",
          "properties": {
            "company_name": {
              "type": "string",
              "description": "Name of the company the news is about, NA if not company-specific"
            },
            "sentiment": {
              "type": "string",
              "description": "Sentiment of the news: positive or negative"
            },
            "description": {
              "type": "string",
              "description": "Brief description of the news"
            }
          }
        }
      }
    }
  }'
```
````

Each event delivered by the monitor will now conform to your schema.

## \\#\# **\*\*Start building\*\***

Structured outputs is available today for the Monitor API. Get started in our [Developer Platform](https://platform.parallel.ai/)[\[Developer Platform\](https://platform.parallel.ai/)](https://platform.parallel.ai/) or dive into the [documentation](https://docs.parallel.ai/monitor-api/monitor-structured-outputs)[\[documentation\](https://docs.parallel.ai/monitor-api/monitor-structured-outputs)](https://docs.parallel.ai/monitor-api/monitor-structured-outputs).

**\*\*About Parallel Web Systems\*\***

Parallel develops critical web search infrastructure for AI. Our suite of web search and agent APIs is built on a rapidly growing proprietary index of the global internet. These solutions transform human tasks that previously took days and weeks into agentic tasks that now take seconds and minutes.

Fortune 100 and 500 companies use Parallel's web intelligence APIs in insurance, finance, and retail workflows to automate critical business functions. Leading AI-native businesses like Starbridge, Amp, and Day AI use Parallel to support core features like public sector contract monitoring, documentation lookup, and GTM operations.

## \\#\# Ready to get started?

Sign up for free. No credit card required.

[Try Parallel](https://platform.parallel.ai/home)[\[Try Parallel\](https://platform.parallel.ai/home)](https://platform.parallel.ai/home) [Contact sales](https://contact.parallel.ai/)[\[Contact sales\](https://contact.parallel.ai/)](https://contact.parallel.ai/)

[Are you an agent? Read this to onboard Parallel](/content/agents.md)[\[Are you an agent? Read this to onboard Parallel\](/content/agents.md)](/content/ai/agents.md)

By Parallel

January 21, 2026

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[Tags:](/content/blog/case-study-gumloop/index.html) [Customers](/content/blog?tag=customers/index.html)

Author: By Parallel

[Sep 16, 2025\\
**\- \[Introducing the TypeScript SDK\](/content/blog/typescript-sdk/index.html)**](/content/blog/typescript-sdk/index.html)

[Tags:](/content/blog/typescript-sdk/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Sep 12, 2025\\
**\- \[Building a serverless competitive intelligence platform with MCP + Task API\](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html)**](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html)

[Tags:](/content/blog/cookbook-competitor-research-with-reddit-mcp/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Sep 11, 2025\\
**\- \[Introducing Parallel Deep Research reports\](/content/blog/deep-research-reports/index.html)**](/content/blog/deep-research-reports/index.html)

[Tags:](/content/blog/deep-research-reports/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Sep 9, 2025\\
**\- \[A new pareto-frontier for Deep Research price-performance\](/content/blog/deep-research-benchmarks/index.html)**](/content/blog/deep-research-benchmarks/index.html)

[Tags:](/content/blog/deep-research-benchmarks/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Sep 5, 2025\\
**\- \[Building a Full-Stack Search Agent with Parallel and Cerebras\](/content/blog/cookbook-search-agent/index.html)**](/content/blog/cookbook-search-agent/index.html)

[Tags:](/content/blog/cookbook-search-agent/index.html) [Developers](/content/blog?tag=developers/index.html)

Author: By Parallel

[Aug 21, 2025\\
**\- \[Webhooks for the Parallel Task API\](/content/blog/webhooks/index.html)**](/content/blog/webhooks/index.html)

[Tags:](/content/blog/webhooks/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 14, 2025\\
**\- \[Introducing Parallel: Web Search Infrastructure for AIs \](/content/blog/introducing-parallel/index.html)**](/content/blog/introducing-parallel/index.html)

[Tags:](/content/blog/introducing-parallel/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html),[Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 7, 2025\\
**\- \[Introducing SSE for Task Runs\](/content/blog/sse-for-tasks/index.html)**](/content/blog/sse-for-tasks/index.html)

[Tags:](/content/blog/sse-for-tasks/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 5, 2025\\
**\- \[A new line of advanced Processors: Ultra2x, Ultra4x, and Ultra8x \](/content/blog/new-advanced-processors/index.html)**](/content/blog/new-advanced-processors/index.html)

[Tags:](/content/blog/new-advanced-processors/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Aug 4, 2025\\
**\- \[Introducing Auto Mode for the Parallel Task API\](/content/blog/task-api-auto-mode/index.html)**](/content/blog/task-api-auto-mode/index.html)

[Tags:](/content/blog/task-api-auto-mode/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 31, 2025\\
**\- \[A state-of-the-art search API purpose-built for agents\](/content/blog/search-api-benchmark/index.html)**](/content/blog/search-api-benchmark/index.html)

[Tags:](/content/blog/search-api-benchmark/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Jul 31, 2025\\
**\- \[Parallel Search MCP Server in Devin\](/content/blog/parallel-search-mcp-in-devin/index.html)**](/content/blog/parallel-search-mcp-in-devin/index.html)

[Tags:](/content/blog/parallel-search-mcp-in-devin/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 28, 2025\\
**\- \[Introducing Tool Calling via MCP Servers\](/content/blog/mcp-tool-calling/index.html)**](/content/blog/mcp-tool-calling/index.html)

[Tags:](/content/blog/mcp-tool-calling/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 14, 2025\\
**\- \[Introducing the Parallel Search MCP Server \](/content/blog/search-mcp-server/index.html)**](/content/blog/search-mcp-server/index.html)

[Tags:](/content/blog/search-mcp-server/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 8, 2025\\
**\- \[Introducing Source Policy\](/content/blog/source-policy/index.html)**](/content/blog/source-policy/index.html)

[Tags:](/content/blog/source-policy/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jul 2, 2025\\
**\- \[The Parallel Task Group API\](/content/blog/task-group-api/index.html)**](/content/blog/task-group-api/index.html)

[Tags:](/content/blog/task-group-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Jun 17, 2025\\
**\- \[State of the Art Deep Research APIs\](/content/blog/deep-research-browsecomp/index.html)**](/content/blog/deep-research-browsecomp/index.html)

[Tags:](/content/blog/deep-research-browsecomp/index.html) [Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel

[Jun 10, 2025\\
**\- \[Parallel Search API is now available in alpha\](/content/blog/search-api-alpha/index.html)**](/content/blog/search-api-alpha/index.html)

[Tags:](/content/blog/search-api-alpha/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[May 29, 2025\\
**\- \[Introducing the Parallel Chat API \](/content/blog/chat-api/index.html)**](/content/blog/chat-api/index.html)

[Tags:](/content/blog/chat-api/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[May 16, 2025\\
**\- \[Introducing Basis with Calibrated Confidences \](/content/blog/introducing-basis-with-calibrated-confidences/index.html)**](/content/blog/introducing-basis-with-calibrated-confidences/index.html)

[Tags:](/content/blog/introducing-basis-with-calibrated-confidences/index.html) [Product](/content/blog?tag=product/index.html)

Author: By Parallel

[Apr 24, 2025\\
**\- \[Introducing the Parallel Task API\](/content/blog/parallel-task-api/index.html)**](/content/blog/parallel-task-api/index.html)

[Tags:](/content/blog/parallel-task-api/index.html) [Product](/content/blog?tag=product/index.html),[Benchmarks](/content/blog?tag=benchmarks/index.html)

Author: By Parallel