Research & Due Diligence with AI Cross-Verification
Run research through 5 frontier AI models. Each validates the others’ findings. Get sourced, cross-verified analysis in minutes instead of days.
Single-AI Research Has a Credibility Problem
One model, one perspective, one set of potential hallucinations. You get confident-sounding answers with no way to verify accuracy. For due diligence work – where missing something can cost millions – hope isn’t a strategy.
Research Symphony: A 4-Stage Pipeline
Each AI sees what came before. The validator specifically looks to contradict the analyzer. Disagreements surface as documented uncertainty rather than hidden risk.
Retrieval
Perplexity
Gathers current sources, real-time data, and citations from across the web.
Analysis
GPT-5.2
Identifies patterns, extracts insights, and builds initial synthesis from retrieved data.
Validation
Claude Opus 4.5
Challenges claims, flags weak evidence, and catches logical gaps in the analysis.
Synthesis
Gemini 3 Pro
Produces final deliverable with confidence-weighted findings and clear recommendations.
PE Firm Evaluating SaaS Acquisition Target
Query: “Analyze [Company]’s competitive position, churn indicators, and market headwinds”
Perplexity (Retrieval)
Pulls G2 reviews, LinkedIn headcount trends, SEC filings, and recent press coverage. All sources cited and linked.
GPT-5.2 (Analysis)
Identifies pattern: 3 senior engineers left in 6 months, product releases slowed, competitive mentions declining in review sites.
Claude (Validation)
“The churn indicators from G2 sample size (47 reviews) may not be statistically significant. However, the engineering departure pattern is corroborated by LinkedIn data.”
Gemini (Synthesis)
Risk matrix with confidence levels. Recommended diligence questions. Clear separation between verified findings and areas requiring further investigation.
Result
The validation stage caught a weak claim that initial analysis presented as fact. You know where your evidence is strong and where it needs verification. Due diligence with documented uncertainty, not false confidence.
Best Modes for Research & Due Diligence
| Mode | Application |
|---|---|
| Research Symphony | Comprehensive analysis with staged validation |
| Sequential | Building complex research layer by layer |
| Targeted | @perplexity for real-time data, @claude for critical review |
Deliverable Types
Export professional research documents directly from your analysis sessions.
Due Diligence Memos
Structured findings with confidence levels
Literature Reviews
Academic-grade synthesis with citations
Competitive Briefs
Cross-verified intelligence reports
Market Analysis
Data-backed market intelligence
Explore More Use Cases
Investment Decisions
Bull vs bear thesis validation with documented reasoning.
Start Research Session
Cross-verified analysis. Documented uncertainty. Research you can defend.