Featured Insight
Failure to Launch – 11 Red Flags We See in Struggling Search & AI Projects
Many enterprise search and AI/RAG initiatives stall before ever reaching production. In this insight, MC+A breaks down the most common red flags behind struggling projects—patterns we see repeatedly and how organizations can recognize the signs before costly failure.
Published Oct 29, 2025
Real Life use cases and how MC+A and Pulse course-corrected a search deployments before they derailed.
Published Sep 23, 2025
Explore how search modernization is transforming agentic AI platforms like CrewAI and Copilot — boosting performance, accuracy, and agent autonomy
Other Insights
Explore more insights on search, AI, and knowledge retrieval solutions.
MC+A and Pulse Announce Partnership to Deliver Superior, Proactive Elasticsearch Support
Oct 8, 2025
New partnership between Pulse and MC+A enables enterprises to achieve greater performance, reliability, and scalability in their search operations.
Introducing Quintus - AI-Native Investigative Intelligence
Sep 16, 2025
From courtrooms to compliance offices to police precincts, investigative professionals are drowning in digital evidence. Documents, emails, chats, ima...
Why PostgreSQL Search Isn’t Enough - A Case for Purpose-Built Retrieval Systems
Sep 11, 2025
PostgreSQL is a powerful database, but not a search engine. Learn why relevancy, ranking, and scale demand purpose-built retrieval systems.
After App Search: A Modernization Blueprint for AI-First Organizations
Sep 8, 2025
Explore a strategic blueprint for migrating from Elastic App Search to AI-powered solutions.
Why Federated Search is Still Relevant Today
Jul 1, 2025
Glean’s recent blog post, "Is MCP + federated search killing the index?", makes a bold claim that federated search is on its way out. From our vantage...
What’s New in Elasticsearch 9.0: Key Innovations in Search, Observability, and Security
May 20, 2025
Our top features of the new Elasticsearch 9.0 release. ESQL Joins and BBQ are top of the list by there are many more.
The Kennedy Assassination Files: Unveiling the Truth with Document Intelligence
Mar 26, 2025
Last week, the national archives released a series of documents which are said to be the final release of the JFK assassination files. This release co...
MC+A Recognized as one of the KM100 in 2025 by KMWorld Magazine
Mar 11, 2025
MC+A, has been selected for the 2025 KMWorld 100 Companies That Matter in Knowledge Management
An Executive Guide to AI Business Value: Lessons from the Field
Oct 31, 2024
In today's rapidly evolving business landscape, Artificial Intelligence (AI) is moving from a mere hype cycle to a critical driver of enterprise value...
The Future of Search: Vision Models and the Rise of Multi-Model Retrieval
Oct 22, 2024
Vector search technology is evolving with the emergence of ColBERT and ColPali, two systems that are revolutionizing how we process and retrieve infor...
Using AI to Improve Objective Coding
Sep 12, 2024
Large language models (LLMs) excel at general-purpose tasks, but for specific, repeatable use cases, a fine-tuned model will outperform them. This res...
SWIRL and MC+A Partner to Unlock Business Value with AI-Driven User Experiences
Jul 23, 2024
Swirl and MCA have partnered to harness AI-driven user experiences that aim to accelerate the delivery of measurable business value.