AI-Powered Stakeholder Mapping

Map who matters — and why they connect

Follow the full UNDP workflow: initiative profile, source upload, analyze, graph review, SMQ/report generation, stakeholder table, and export.

The demo runs on sample data and skips the live backend, so it's always fast to explore.

Initiative-profile first

Analyze + graph review

SMQ + report workflow

Stakeholder table + export

Capabilities

Aligned to the latest UNDP workflow

Initiative-profile setup

Start each project with structured initiative context so downstream extraction and generation stay focused.

Document and web ingestion

Upload PDFs, DOCX, TXT, Markdown, or add web sources through one ingestion pipeline.

Analyze pipeline

Run extraction with provider controls, process incrementally, and monitor runs in real time.

Graph review and correction

Review entities and relationships with evidence excerpts, then relabel, merge, or remove inline.

SMQ + report generation

Generate section-focused SMQ outputs and report content with project evidence grounding.

Stakeholder table and export

Produce priority tables, personas/workplans, then export deliverables for operations.

Process

Initiative profile

Define project scope, geography, and objectives to seed the workflow context.

Upload and process sources

Add files and web inputs; chunking and embeddings run through ingestion.

Analyze

Run entity and relation extraction with provider/model controls and run tracking.

Graph review

Inspect evidence-backed entities/relationships and correct issues before generation.

SMQ + report generation

Generate section-focused SMQ outputs and narrative report sections.

Stakeholder table

Build priority scoring and action-ready stakeholder table outputs.

Export

Export report deliverables and stakeholder artifacts for downstream use.

From source ingestion to validated insights, all in one workspace.