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MULTI_AGENT_PIPELINE

Research that maps the whole landscape.

A multi-agent deep research system that explores every angle, tests its own conclusions, and preserves contradictions—giving you a complete, citation-backed picture, not just the consensus.

Plan
Search sources
Read sources
Check figures
Analyze sources
Double-check
Write
Check citations
Finish
Research & Gathering
Double-check
Reporting & Output
PlanSearch sourcesRead sourcesCheck figuresAnalyze sourcesDouble-checkWriteCheck citationsFinishFUNDING BIAS CHECK ACTIVEDOUBLE-CHECK VIEWPOINT APPLIEDCONTRADICTION PRESERVEDDOUBLE-CHECK COMPLETEREVISION LINEAGE ENABLEDPlanSearch sourcesRead sourcesCheck figuresAnalyze sourcesDouble-checkWriteCheck citationsFinishFUNDING BIAS CHECK ACTIVEDOUBLE-CHECK VIEWPOINT APPLIEDCONTRADICTION PRESERVEDDOUBLE-CHECK COMPLETEREVISION LINEAGE ENABLED
CAPABILITY_MATRIX

Research infrastructure, not a chatbot

Every component engineered for source quality, not speed of response.

Multi-Agent Research Orchestration

Coordinated research pipeline with specialized agents for planning, source discovery, reasoning, and verification.

A second round of searching

Secondary discovery phase that expands beyond initial queries to uncover adjacent domains and alternative framings.

Quantitative Data Extraction

Precision extraction of statistical tables, raw numerical data, and mathematical relationships from sources.

Double-check viewpoints

Choose whose questions Double-check asks—an FDA compliance officer, a hostile peer reviewer, or a defence attorney.

Contradictions as Data

Conflicting findings are preserved and surfaced, not silently resolved. Reality is messy; our reports reflect that.

Citation-Backed Dossiers

Every finding links to verifiable sources. Full audit trail from conclusion to primary source.

Revision Lineage

Complete history of how conclusions evolved through the research pipeline.

Source Corroboration

Findings are strengthened through independent source verification with quantified corroboration scores.

Live Research Progress

Real-time visibility into research execution. Watch agents work through your investigation.

Exportable Formatted Reports

Download complete dossiers in PDF, JSON, Markdown, or HTML. Your research, your format.

CORPUS_INTEGRATIONS

Professional-grade data sources

ResearchOne retrieves and cross-references findings from leading academic and institutional databases to ensure comprehensive, citation-backed analysis.

OpenAlex

Scholarly works in every field, with authors and DOIs

Scholarly Catalogue

PubMed Central

Biomedical & life sciences literature

Medical Research

arXiv

Pre-print scientific papers

Scientific Pre-prints

Crossref

The DOI registry for articles, books and reports

Publisher Records

ClinicalTrials.gov

Clinical study registry & results

Clinical Research

Searched when a question needs them, alongside the open web.

PIPELINE_ARCHITECTURE

Adaptive specialist research flow

ResearchOne applies specialist stages according to the requested outcome, available sources, and selected depth.

01

Planner Decomposition

QUERY_PARSE · OBJECTIVE_MAP

Complex research objectives are decomposed into tractable investigation paths with clear requirements.

02

A second round of searching

DOMAIN_SCAN · QUERY_AUGMENT

Secondary discovery expands into comprehensive search space covering adjacent domains and alternative framings.

03

Corroboration & Bias Assessment

CROSS_REF · FUNDING_CHECK

Sources are verified through independent corroboration with funding bias and conflict-of-interest checks.

04

Quantitative Data Extraction

STATS_PULL · TABLE_PARSE

Statistical tables and raw numerical data are extracted with precision, preserving mathematical relationships.

05

Reasoning & Correlation

CLAIM_DRAFT · LINK_CHAIN

Each finding carries its citation chain and correlation mapping.

06

Double-check

DOUBLE-CHECK
DOUBLE-CHECK

Double-check restates each main finding in its strongest form, then tests it against other sources and the original records, and tells you whether it holds up.

07

Contradiction Preservation

CONFLICT_TRACK · PRESERVE

Contradictory findings are tracked and preserved. Conflicting findings are surfaced, not silently resolved.

08

Reporting & Integrity Verification

INTEGRATE · VALIDATE

Final report integrates findings while verification confirms citation integrity and source validity.

09

Professional Export Formatting

PDF · JSON · MD · HTML

Research dossiers exported in multiple formats with full citation metadata and audit trail.

RUNTIME_TOPOLOGY

Production-grade infrastructure

ResearchOne runs on a distributed architecture designed for reliability, scalability, and real-time research monitoring.

Frontend served from the edge. Backend orchestrates multi-agent pipelines. Vector search powers semantic retrieval. Every component built for research-grade source handling.

LIVE RUN MONITORINGPILOT VALIDATION IN PROGRESS
SYSTEM_ARCHITECTURELIVE
FRONTEND
Vercel Edge
React / Vite / TypeScript
BACKEND
Emma Runtime
Express / Socket.IO / Node
QUEUE
Job Processing
BullMQ / Redis
CORPUS
Knowledge Store
PostgreSQL / pgvector
EXPORTS
Report Delivery
Emma /exports endpoint
VERCEL + EMMA SPLIT DEPLOYMENTv2.4.1
READY_TO_START

Research that adapts to your question.

Start your first research run and see how intent-driven routing turns your question into a structured, citation-backed dossier.