AI Agents8 min readJanuary 15, 2025

Deep Research API: The Missing Layer for AI Agents

Why current AI agents struggle with real-time information and how Deep Research API solves this with structured JSON output and web grounding.

UnforgeAPI Team

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The Problem with Current AI Agents

AI agents are revolutionizing automation, but they face a fundamental limitation: access to real-time information. Most LLMs are trained on static data, making them unreliable for:

  • Current market prices
  • Breaking news events
  • Real-time stock data
  • Latest product releases
  • Academic research papers

When agents need this information, they either hallucinate or require expensive, complex RAG implementations.

Enter Deep Research API

Deep Research API is designed specifically for machines and AI agents. It provides:

Real-Time Web Grounding

Our API searches 12+ web sources in real-time, grounding your agent's responses with accurate, up-to-date information. No more hallucinations about current events or prices.

Structured JSON Output

Unlike standard LLM APIs that return Markdown or unstructured text, Deep Research API returns deterministic JSON with your custom schema:

{
  "market_cap": {
    "Tesla": "850B",
    "Rivian": "14B"
  },
  "status": "success"
}

This means your agent can:

  • Parse responses without regex
  • Slot data directly into your pipeline
  • Handle errors with typed fields
  • Validate responses against schemas

30-40 Second Analysis

Our multi-stage pipeline delivers comprehensive research in under 40 seconds:

  1. Search: Fetch 12+ web sources
  2. Reason: AI extracts key insights
  3. Render: Lightning-fast report writing
  4. Output: Structured JSON with citations

Integration Example

Here's how to integrate Deep Research API into your AI agent:

const response = await fetch('/api/v1/deep-research', {
  method: 'POST',
  headers: {
    'Authorization': `Bearer ${API_KEY}`
  },
  body: JSON.stringify({
    query: "Tesla vs Rivian 2026",
    mode: "extract",
    extract: ["market_cap", "revenue", "growth_rate"]
  })
})

const data = await response.json()
// data.market_cap.Tesla = "850B"
// data.market_cap.Rivian = "14B"

Built for Machines, Not Humans

Deep Research API is optimized for programmatic access:

  • Custom Schemas: Define exactly what data you need
  • Extraction Mode: Get clean arrays of prices, features, or any structured data
  • Webhook Delivery: Fire and forget - get results POSTed to your endpoint
  • BYOK Support: Bring your own Groq and Tavily keys for unlimited scaling

Get Started

Ready to supercharge your AI agents with real-time research?

Get Your API Key

Read the Documentation

Tags:AI AgentsAI AgentsDeep Research

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