How to Choose a Provider
This guide helps you select the right provider for your research needs.
Quick Decision Guide
| Need | Best Provider | Command |
|---|---|---|
| Quick summary | Perplexity (sonar) | --provider perplexity --model sonar |
| General research | Perplexity (sonar-pro) | --provider perplexity --model pro |
| Comprehensive report | OpenAI (o3) | --provider openai |
| Scientific literature | Edison | --provider edison |
| Academic papers only | Consensus | --provider consensus |
Provider Comparison
Perplexity AI
Best for: General web research with real-time data
# Lighter research task
deep-research-client research "Summarize recent developments in room-temperature superconductor claims" \
--provider perplexity --model sonar
# Comprehensive web research
deep-research-client research "Analyze the current landscape of AI chip startups and their differentiation strategies" \
--provider perplexity --model sonar-deep-research
Strengths:
- Real-time web search
- Multiple speed/quality options
- Good citation quality
- Reasonable pricing
OpenAI Deep Research
Best for: Comprehensive, in-depth research reports
deep-research-client research "Comprehensive analysis of CRISPR base editing versus prime editing: mechanisms, applications, limitations, and recent clinical developments" \
--provider openai
Strengths:
- Most thorough analysis
- Excellent synthesis
- Code interpretation capability
Trade-offs:
- Slowest (can take several minutes)
- Most expensive
Edison Scientific (Formerly Falcon)
Best for: Scientific literature review
deep-research-client research "Review molecular mechanisms of autophagy regulation and its role in cancer progression" \
--provider edison
Strengths:
- Powered by PaperQA3
- Focus on peer-reviewed papers
- Good for biomedical research
Consensus
Best for: Academic paper search
deep-research-client research "Synthesize clinical evidence on intermittent fasting effects on metabolic health markers" \
--provider consensus
Strengths:
- Only peer-reviewed sources
- Evidence-based summaries
- Good for scientific claims
Budget Considerations
From cheapest to most expensive:
- Perplexity sonar - Best value for quick queries
- Consensus - Good value for academic research
- Perplexity sonar-pro - Mid-range, good quality
- Edison - Mid-range, scientific focus
- Perplexity sonar-deep-research - Higher cost, comprehensive
- OpenAI o4-mini - Higher cost, good quality
- OpenAI o3 - Highest cost, most comprehensive
Example for budget-conscious usage:
# Use cheapest for initial exploration
deep-research-client research "Overview of CAR-T cell therapy landscape" \
--provider perplexity --model sonar
# Then use comprehensive for final deep dive
deep-research-client research "Detailed analysis of CAR-T manufacturing challenges and novel approaches to reduce vein-to-vein time" \
--provider openai
Speed Considerations
From fastest to slowest:
- Perplexity sonar - Seconds
- Consensus - Seconds
- Perplexity sonar-pro - ~30 seconds
- Perplexity sonar-deep-research - 1-3 minutes
- Edison - 2-5 minutes
- OpenAI o4-mini - 2-5 minutes
- OpenAI o3 - 5-15 minutes
Use Multiple Providers
For thorough research, combine providers:
# Quick landscape overview
deep-research-client research "Overview of alpha-synuclein aggregation in Parkinson's disease" \
--provider perplexity --model sonar \
--output synuclein-overview.md
# Scientific literature deep-dive
deep-research-client research "Molecular mechanisms of alpha-synuclein fibril formation and propagation" \
--provider edison \
--output synuclein-mechanisms.md
# Clinical evidence synthesis
deep-research-client research "Clinical trial evidence for alpha-synuclein targeting therapies" \
--provider consensus \
--output synuclein-trials.md
Check Available Models
List all available models and their characteristics:
# All models
deep-research-client models
# Filter by provider
deep-research-client models --provider perplexity
# Show detailed info
deep-research-client models --detailed
# Filter by cost
deep-research-client models --cost low
See Also
- Provider Reference - Full provider documentation
- Model Reference - Complete model specifications