How ResearchOne works
A transparent look at the multi-agent pipeline that powers every research run.
How your report is made
- We turn your question into a research plan and show it to you to approve before anything runs.
- We find and rank relevant sources, then read them.
- We draft findings with a citation for every claim.
- A skeptic step argues against the draft to catch weak or unsupported claims.
- We keep genuine disagreements between sources visible instead of hiding them.
- We verify every citation before finalizing, and you can export the report.
The nine-stage pipeline
Every research objective passes through a multi-agent pipeline where each stage has specialized responsibilities. The Skeptic stage is the key differentiator.
Planner
Decomposes research objectives into structured investigation paths
Sleuth
Secondary discovery that expands query space and identifies adjacent domains
Retriever & Assessor
Finds and ranks relevant sources with funding and bias checks
Quantitative Extractor
Pulls statistical tables and raw numerical data with precision
Reasoner
Structures findings into claims with citation chains
Skeptic
Dedicated skeptic check with optional critique personas that stress-test conclusions
Drafting
Integrates findings into the report while preserving contradictions
Verifier
Final validation of citations and source integrity
Formatter
Generates exportable research dossier in multiple formats
Note: ResearchOne does not claim to detect absolute truth. It structures data, preserves contradictions, and forces conclusions through adversarial review to maximize epistemic quality.
Why we argue against our own draft
The Skeptic step is the key differentiator. Before any report is finalized, a dedicated check systematically argues against every conclusion, looking for logical gaps, weak source corroboration, and alternative interpretations.
- Challenges claim confidence levels
- Identifies unsupported assertions
- Flags potential confirmation bias
- Surfaces contradictory evidence
Truth is messy. Our reports reflect that.
Unlike systems that silently resolve conflicts, ResearchOne preserves contradictions in a dedicated ledger. When sources disagree, we show you both perspectives with full context.
- Contradictions are surfaced, not hidden
- Each conflict includes source attribution
- Severity levels help prioritize review
- Resolution notes when conflicts are resolved
See the methodology in action
Explore a complete research report to see how the pipeline produces citation-backed dossiers with a dedicated skeptic check.