From research question to manuscript in one seamless conversation.

Meet The Orchestrator

System highlights

Stage-aware autopilot

The stage-list shows exactly where the orchestrator is focused, what is finished, and what needs human review.

Review Stages

Planning
100%

Define research question, inclusion/exclusion criteria, and protocol

Protocol synced to PROSPERO

Jan 10, 09:15

Updated Jan 10
Search
100%

Develop and execute comprehensive search strategies across databases

Multi-database query translated for Embase

Jan 11, 11:05

Updated Jan 11
Screening
82%

Title/abstract and full-text screening with deduplication

3 reviewer conflicts ready for adjudication

Jan 12, 14:45

Updated Jan 1212min left
Extraction
54%

Extract structured data from included studies

New biomarkers detected in trial subgroup

Jan 13, 09:30

Updated Jan 1334min left
Analysis
0%

Perform meta-analysis, synthesis, and quality assessment

Updated Jan 9
Manuscript
0%

Generate complete academic manuscript following PRISMA guidelines

Updated Jan 9

Artifacts drawer

Every deliverable is versioned, typed, and export-ready the instant it is generated.

Artifacts drawer

Live deliverables, versioned + exportable

Versioned artifacts

23 live

+6 captured in the last 24h

Sync targets

PROSPERO • OSF

Protocols mirrored instantly

Export bundles

RIS · CSV · DOCX

One-click packaging

Planningv3 • JSON + PDF

Research Question Blueprint

PICO scaffold with audit trail ready for PROSPERO export.

PICOprotocolaudit
Searchv5 • RIS bundle

Embase + PubMed Draw

Parallel search blocks translated by the orchestrator.

dual-indexmeshfilters
Extractionv2 • XLSX

Living Extraction Table

Structured biomarker capture synced to notebooks.

auto-mappingbiomarkers

Voice-first control plane

The voice orb keeps the Orchestrator conversational—ask for reruns, exports, or tradeoffs without touching a keyboard.

Voice orb

No menu hunting—speak changes into the runway.

Listening

"Narrow to GLP-1 trials in adolescent cohorts."

Thinking

Parsing registry metadata + risk-of-bias templates.

Speaking

"I deployed the screening agent to re-rank the pool."

Live transcript

Every command is logged, versioned, and shareable.

Researcher08:41

Spin up dedup agents for GLP-1 adolescent trials.

Orchestrator08:41

Deduplication agent activated. Routing conflicts to adjudication view.

Researcher08:42

Cache the biomarker extraction table and share with Hannah.

Orchestrator08:42

Shared v2 extraction table with Hannah and pinned it inside the artifacts drawer.

Multi-agent orchestration

A coordinator agent conducts the swarm—planning, search, screening, and analysis agents stay in sync automatically.

Orchestrator

Multi-agent command stack

Main Orchestrator

Planning

delegating

Routing refinements to planning orchestrator.

ETA

00:01:45

Throughput

12 ops/min

Planning OrchestratorResearch Question Agent

96% automation budget in use

Search Orchestrator

Search

synchronizing

Coordinating PubMed + Embase query translation.

ETA

00:03:05

Throughput

18 ops/min

MeSH AgentSyntax Translator

78% automation budget in use

Screening Orchestrator

Screening

verifying

Resolving dual-review conflicts via adjudication agent.

ETA

00:06:12

Throughput

24 ops/min

Title/Abstract Screening AgentFull-Text Screening Agent

64% automation budget in use

Analysis Orchestrator

Analysis

delegating

Spinning up evidence-synthesis + RoB specialists.

ETA

00:12:40

Throughput

8 ops/min

Analysis Selection AgentRisk of Bias Agent

12% automation budget in use

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