Executive Summary

Decision-makers, analysts, and consultants are buried in long reports and slide decks that take hours or days to synthesize into clear, actionable recommendations, causing slow decision cycles and missed insights across organizations. This pain is especially acute in teams that need repeatable, auditable summaries for strategy, compliance, or client reporting. You could build a workflow-first product that ingests documents and uses retrieval-augmented generation to produce concise, source-linked executive summaries, prioritized action items, risk flags, and exportable slide decks in minutes, with connectors to Google Drive, Slack, and Confluence. The UI would expose citations, confidence scores, and customizable extraction templates so users can verify and iterate quickly. The addressable market is attractive now—roughly $12.0B of opportunity (4M businesses × $3K ACV in productivity/analytics add-ons)—driven by rapid improvements in LLM summarization/citation and a shift toward consolidation of tools that fit existing workflows. Companies are actively prioritizing analyst productivity and faster decision-making, creating immediate demand. You can differentiate by prioritizing verifiable RAG outputs, enterprise-grade security, and first-class integrations that embed insights where work already happens, while offering clear ROI metrics. The main challenges are preventing hallucinations, ensuring source quality and provenance, and building trust through measurable accuracy and time-savings.

Market Opportunity

Automatically extract actionable insights from long reports in minutes targets a $12.0B = 4M businesses × $3K ACV (annualized productivity and analytics add-on for report synthesis per business) total addressable market with medium saturation and a year-over-year growth rate of 40% — enterprise AI augmentation and AI-assisted knowledge work adoption estimated ~40% YoY (source: McKinsey State of AI and industry analyses).

Key trends driving demand: Large language models and retrieval-augmented generation are rapidly improving summarization and citation, making automated report synthesis practical for production use.; Companies are prioritizing analyst productivity gains and faster decision cycles, creating demand for tools that convert documents to actionable insights.; Shift from tool proliferation to consolidation means teams prefer integrations that fit into existing workflows (Google Drive, Slack, Confluence), benefiting products that offer seamless connectors.; Regulatory and audit requirements are increasing demand for explainability and traceability, favoring solutions that store provenance and edit trails..

Key competitors include Humata.ai, Perplexity.ai, Glean, ThoughtSpot.

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Automatically extract actionable insights from long reports in minutes

Executive Summary

Market Validation

Market Opportunity

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