TRACEGov
Research

Deep Research: 6-Stage Async Pipeline

Combine Perplexity web search, Hybrid RAG, Graph RAG, Knowledge Graph reasoning, and TRACE-scored AI synthesis into a single governed research pipeline. Every source attributed, every claim scored.

app.tracegov.ai/workspace/deep-research
Live
Research Query
What are the compliance requirements for deploying AI in EU financial services?
Research Pipeline \u2014 6 Stage Async
Stage 5/6
Query Parsing
100%0.3s
Source Discovery
100%1.2s
Evidence Extraction
100%2.8s
Cross-Reference
100%1.5s
Synthesis...
68%...
TRACE Scoring
Intermediate Results
12 sources47 chains3 conflicts
EU AI Act (2024/1689)
Regulation95%
DORA ICT Risk Framework
Regulation82%
EBA Guidelines on AI/ML
Guideline71%
6-stage pipeline
Governed end to end
4 source types
Web + RAG + KG + AI reasoning
TRACE-scored
Every output governance-verified

The Research Pipeline

Six stages from query to evidence-backed research

01

Web Search

Perplexity-powered web search retrieves the latest regulatory guidance, enforcement actions, and industry analysis.

02

RAG Retrieval

Hybrid RAG combines vector search and Graph RAG to surface relevant documents, precedents, and internal knowledge.

03

Knowledge Graph Reasoning

Graph RAG traverses entity relationships to find connections that vector search misses. Cross-framework insights emerge.

04

AI Reasoning & Scoring

The LLM synthesizes all sources with CERI governance constraints. TRACE scores every claim. Evidence chains are recorded.

Deep Research Capabilities

Multi-source intelligence with full governance

Perplexity Web Search

Real-time web search powered by Perplexity retrieves current regulatory updates, enforcement actions, and guidance documents.

Hybrid RAG

Combines dense vector retrieval with sparse keyword matching for maximum recall across your document corpus.

Graph RAG

Traverses the Knowledge Graph to find entity relationships and cross-framework connections that pure vector search misses.

6-Stage Pipeline

Async execution across web search, RAG, KG reasoning, LLM synthesis, TRACE scoring, and evidence recording. Full transparency at every stage.

Source Attribution

Every claim in the research output is linked to its source: web URL, document chunk, or Knowledge Graph entity. Full traceability.

Async Execution

Deep Research runs asynchronously. Submit a query and receive a notification when the full research report is ready.

136days until enforcement

Run Your First Deep Research

Submit a governance question and see the full 6-stage pipeline in action.

No credit card requiredEU-hostedGDPR compliant