Parallel Deep Research
Comprehensive research reports with multi-source synthesis. Use pro (3-9 min, $0.10) or ultra (5-25 min, $0.30) for deep analysis.
CLI alternative (recommended): Install
parallel-clifor official skill:npx skills add parallel-web/parallel-agent-skills --skill parallel-deep-research
Setup
API_KEY=$(grep "^PARALLEL_API_KEY=" .env.local | cut -d= -f2)
Create Research Task
curl -s -X POST "https://api.parallel.ai/v1/tasks/runs" \
-H "x-api-key: $API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": "Analyze the AI chatbot market. Include: size, growth, key players, trends, competitive threats",
"processor": "pro"
}'
Response: {"run_id": "trun_abc123...", "status": "queued"}
Get Result (polling)
The result endpoint returns both status and output in one call. Poll until status is completed.
RUN_ID="trun_abc123..."
MAX_POLLS=180 # 30 min max (180 × 10s)
for i in $(seq 1 $MAX_POLLS); do
RESULT=$(curl -s "https://api.parallel.ai/v1/tasks/runs/$RUN_ID/result" \
-H "x-api-key: $API_KEY")
STATUS=$(echo "$RESULT" | grep -o '"status":"[^"]*"' | head -1 | cut -d'"' -f4)
if [ "$STATUS" = "completed" ]; then
echo "$RESULT"
break
elif [ "$STATUS" = "failed" ]; then
echo "Task failed: $RESULT"
break
fi
echo "Poll $i/$MAX_POLLS — Status: $STATUS"
sleep 10
done
if [ "$i" = "$MAX_POLLS" ] && [ "$STATUS" != "completed" ] && [ "$STATUS" != "failed" ]; then
echo "Timeout: task did not complete within 30 minutes"
fi
Processors
| Processor | Speed | Cost | Use For |
|---|---|---|---|
| pro | 3-9 min | $0.10/task | Market analysis, strategic reports |
| ultra | 5-25 min | $0.30/task | Comprehensive deep research |
Example: Market Analysis
{
"input": "Analyze the AI chip market in 2024. Include market size, growth rate, key players (NVIDIA, AMD, Intel), emerging competitors, and 2025 outlook.",
"processor": "pro"
}
Result: Markdown report with citations.
When to Use
- Market research and competitive analysis
- Strategic reports requiring multiple sources
- Research that needs synthesis across many documents
- Any task that would need more than 3-4 web searches to answer properly
For quick facts or single-source lookups, use built-in WebSearch instead.
Timeout
Set polling timeout to 1800s (30 min) for ultra tasks. Pro tasks typically complete in 3-9 min.