11.266 papers · continuously updated · last export: 28 Mar 2026livingmeta.ai

LivingMeta Management Consulting

automatically monitors, classifies, and analyzes every new management consulting publication — every week, across all consulting domains and methodologies.

Continuously monitoring 11.266 papers from 15.591 journals and preprint servers. A living meta-analysis platform that continuously monitors, classifies, and analyzes research on management consulting and professional service firms.

11.266
Papers
8.582
Research gaps
15.591
Sources
Explore PapersThe Lab

How It Works

📡

Monitor

Continuously monitoring 15.591 journals, preprint servers, and thesis repositories.

🔬

Extract

Six AI personas independently extract methodology, findings, and gaps — then reach consensus.

🧭

Investigate

The Lab coaches you through your research question with AI-backed evidence and structured phases.

Learn more about LivingMeta →

Priority Research Agenda

AI-identified research priorities ranked by frequency, impact, and feasibility. How does this work?

1

Knowledge Management and Organizational Learning in Public Sector Organizations

Public sector organizations face unique challenges in knowledge management and learning that differ significantly from private sector contexts. Despite the critical importance of knowledge management for public service delivery and organizational effectiveness, research specifically addressing the distinctive aims, values, and structures of public organizations remains limited.

2

Supply Chain Management Integration with Information Systems and Sustainability

Supply chains are increasingly complex and face mounting pressure to be both flexible and sustainable. There is no comprehensive understanding of how information systems integrate with supply chain flexibility to achieve dynamic capabilities, and the relationship between supply chain management practices and business sustainability remains underexplored across various organizational contexts.

3

Sustainability Reporting Standards and Materiality Implementation

Sustainability reporting faces critical challenges with materiality implementation and comparability across organizations. Current frameworks show ambiguous and heterogeneous approaches to materiality, making it difficult for stakeholders to assess and compare organizational sustainability performance effectively.

See full agenda in The Lab →

Frequently Asked Questions

Every paper is independently analyzed by six AI personas, each with a different cognitive focus (methodologist, skeptic, synthesizer, etc.). They extract the same 75 fields, and a consensus algorithm resolves disagreements field-by-field. Every factual claim must include a verbatim quote from the source paper — extractions without textual evidence are automatically flagged. Agreement scores are visible on each paper card.
The agenda is built automatically from the evidence in this instance. First, AI extractions identify research gaps across all papers (only highly relevant papers, scored 7+ out of 10, contribute). These gaps are clustered into themes using TF-IDF text analysis. Each theme is then scored on five weighted dimensions: how frequently the gap appears, the quality of the source papers, feasibility of addressing it, recency of the evidence, and how broadly across the field the gap surfaces. An AI then reviews the top-ranked themes and filters out anything too narrow or niche — only priorities relevant to the broader field survive. The result is a ranked list that updates with every new paper added to the platform.
Yes — The Lab provides AI-coached research guidance through 8 phases, from exploring the literature to writing your manuscript. Select the 'Junior Researcher' role when starting a thread, and the system will scaffold your process with Socratic questions. You can export papers to CSV or BibTeX at any time.
Those tools address individual stages — Elicit does per-paper extraction, Consensus searches abstracts, Cochrane produces static reviews. LivingMeta integrates extraction, gap analysis, coached investigation, and resource discovery into a single continuously updated workflow. The platform is the methodology.
Start a thread in The Lab describing what you found. The instance owner reviews submissions and can trigger corrections or additions. Papers flow through the same classification and extraction pipeline as all other content.

Built on the LivingMeta platform. Read the foundation paper for methodology and architecture details.

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