From research question to research report 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

Planningv3 • JSON + PDF

Research Question, PICO Framework, Inclusion/Exclusion Criteria

Research question, PICO framework, and inclusion/exclusion criteria with audit trail.

ViewExport
Searchv5 • RIS bundle

Search Strategy

Search strategy translated across databases: PubMed, Embase, pycINFO, CINAHL, SCOPUS, Web of Science.

ViewExport
Extractionv2 • XLSX

Evidence Table

Structured biomarker evidence captured synced to table.

ViewExport
Manuscriptv3 • DOCX

Manuscript Draft

PRISMA-ready manuscript with tracked changes.

ViewExport

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

"Please include only randomised controlled trials (RCTs)."

Thinking

"Tell screening agent to only include RCTs."

Speaking

"I instructed the screening agent to only include RCTs."

Live transcript

Every command is logged, versioned, and shareable.

Researcher08:41

"Can you make sure all records are deduplicated?"

Orchestrator08:41

"I deployed the deduplication agent to ensure all records are deduplicated."

Researcher08:42

"What are the current inclusion and exclusion criteria?"

Orchestrator08:42

"we are including only randomised controlled trials (RCTs) in the screening pool."

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

16% automation budget in use

Search Orchestrator

Search

synchronizing

Coordinating PubMed + Embase query translation.

ETA

00:03:05

Throughput

18 ops/min

MeSH AgentSyntax Translator

37% 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

55% 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

88% automation budget in use

Ready to get started?

Join the waitlist