workflow automation
workflow automation on Beyond Market Intelligence: a running collection of 208 stories we have gathered and hand-picked because they are worth your time. Every post here touches on workflow automation in some way — the news, the analysis, the deep dives, and the occasional surprise find. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work with data. New stories are added to this page as we find them, so check back if you want to keep up with what is happening around workflow automation, or subscribe to the RSS feed to get them as soon as they are published. Browse the collection below, or head back to the homepage to see everything Beyond Market Intelligence is covering right now.
Do you use VBA regularly or have you moved entirely to Power Query and formulas?
In the evolving landscape of Excel, many users are reconsidering their reliance on VBA for automation. With the rise of Power Query and dynamic arrays, some professionals find these tools meet most of their needs. While VBA remains valuable for specific tasks like automating reports or generating custom emails, the question arises: is it time to shift focus? For those immersed in data-heavy roles, what does your current workflow look like?
Uber Automates Design Documentation with Agentic Systems
Uber is redefining design documentation with its innovative uSpec, which leverages AI agents and the Figma Console MCP to reduce documentation time from weeks to mere minutes. This integration with the Michelangelo platform employs a GenAI Gateway for effective PII redaction, ensuring data remains secure and local. The shift from Uber's "Visual-First" Figma workflow to a "Guide-First" approach reflects a broader industry trend, emphasizing the need for efficiency in design processes while catering to developers' preferences for agentic IDEs. By Patrick Farry.
Top 46 AI Tools in 2026 You Must Use
As we embrace the inevitability of AI in our workflows, the pertinent question shifts from “should I use AI?” to “how can I effectively integrate AI into my processes?” With an increasingly crowded market, featuring a vast array of assistants, generators, and automation tools, making informed choices is essential. In this guide, we present the top 46 AI tools for 2026 that you must consider to enhance your productivity and streamline operations.
Cloudflare’s new Dynamic Workers ditch containers to run AI agent code 100x faster
Cloudflare is redefining AI agent deployment with the open beta launch of Dynamic Workers, a lightweight, isolate-based sandboxing system that promises to run AI code up to 100 times faster than traditional containers. This innovative approach requires minimal memory and can initiate in milliseconds, transforming how enterprises manage AI tasks. By emphasizing security and efficiency, Cloudflare positions Dynamic Workers as a vital execution layer for scalable AI solutions, enabling developers to embrace rapid, on-demand code execution without compromising safety or performance.
Anthropic’s Claude can now control your Mac, escalating the fight to build AI agents that actually do work
On Monday, Anthropic unveiled a groundbreaking update to its Claude chatbot, enabling it to directly control Mac computers. This transformative capability turns Claude from a mere conversational assistant into a digital operator, capable of executing tasks like clicking buttons and typing commands on behalf of the user.
The three disciplines separating AI agent demos from real-world deployment
Deploying AI agents effectively in real-world scenarios presents significant challenges that go beyond successful demonstrations. Issues such as fragmented data, unclear workflows, and high escalation rates hinder enterprises' progress in adopting these technologies. As Sanchit Vir Gogia highlights, the true test lies in navigating the complexities of organizational environments.
What is DeerFlow 2.0 and what should enterprises know about this new, powerful local AI agent orchestrator?
DeerFlow 2.0, launched by ByteDance, is a groundbreaking open-source AI agent orchestrator designed to streamline complex, long-duration tasks in enterprise settings. This powerful framework enables the autonomous orchestration of multiple AI sub-agents, facilitating deep research, report generation, and data analysis—all within a secure, isolated environment. Available under the MIT License, it allows for seamless local deployment, ensuring data sovereignty and compliance. As it gains traction in the AI community, enterprises must weigh its technical demands against the potential for transformative productivity enhancements.
[Discussion] Adapting Paper Methodology is a Nightmare: Building an Agent to Handle the "Transfer" Problem.
Adapting methodologies from high-impact papers to your own research can often feel like an insurmountable challenge, especially with limited resources. This discussion dives into the complexities of transferring analytical logic, particularly when faced with constraints like small sample sizes and lack of access to genomic data. I’m developing a tool that prioritizes understanding the scientific intent behind methodologies, ensuring users can navigate these hurdles effectively. Join the conversation on how to overcome the "transfer" problem and explore innovative solutions for research adaptation.
(Free) Agentic Coding with Goose
Introducing Agentic Coding with Goose, a free and open-source AI agent designed to transform your development workflows. Unlike traditional code suggestion tools, Goose autonomously executes tasks, allowing you to automate processes seamlessly on your machine. This innovative solution empowers you to focus on what truly matters—your creative ideas—while Goose handles the repetitive tasks. Explore the future of coding with a tool that not only simplifies your development experience but also enhances your productivity, inviting you to discover a more efficient way to work.
Abacus AI Honest Review And Pricing: The AI That Lets You Vibe Code, Build Agents & Replace 10+ Tools?
Discover the potential of Abacus AI in our comprehensive review, where we delve into its innovative features, including vibe coding and DeepAgent technology. This AI agent platform empowers users to build applications and automate workflows with unprecedented speed and efficiency, effectively replacing the need for multiple tools. By simplifying complex processes, Abacus AI invites you to explore a future where coding and automation become more accessible. Join us as we evaluate its pricing and capabilities, and uncover how it can transform your productivity.
15 Power BI Project Ideas to Build Your Portfolio in 2026
Building a robust Power BI portfolio is essential for aspiring business or data analysts in 2026. Employers seek candidates who can transform messy data into clean models and create impactful dashboards that drive informed decision-making. This article presents 15 compelling Power BI project ideas that will not only showcase your technical prowess but also demonstrate your ability to derive actionable insights from data. These projects serve as tangible evidence of your skills, empowering you to stand out in a competitive job market.
Dynamic MoM/WoW KPI matrix with mixed data types on rows (Power Query / Pivot Table)
Managing a dynamic Month-over-Month (MoM) and Week-over-Week (WoW) KPI matrix in Excel can be challenging, especially when dealing with mixed data types. Currently, a Python script extracts KPI data via Trino SQL, which is then manually imported into Excel through Power Query. The goal is to automate this workflow, allowing new date columns to auto-populate upon refreshing the Pivot Table without losing formatting for various data types. Overcoming this hurdle will streamline reporting and enhance productivity in the absence of a dedicated BI tool.
I’m researching how people automate repetitive Excel/CSV workflows in day-to-day work.
I'm researching how professionals automate repetitive Excel and CSV workflows in their daily tasks. I'm in the process of developing a desktop tool designed to visually streamline these processes, but I want to gain insights into the challenges users face today. If you have experience with automating these workflows, I would greatly appreciate your feedback. Please share your most recent automation project, its frequency, and the specific frustrations you encountered, as well as the tools you currently use. Thank you for your valuable input!
30 Data Science Projects for Beginners to Advanced (with Source Code)
Building a strong data science portfolio is essential for showcasing your skills and standing out to potential employers. "30 Data Science Projects for Beginners to Advanced" provides an invaluable resource, offering a curated list of projects that span various skill levels. Each project includes source code, real datasets, and step-by-step instructions to guide you through completion.
Architecture for two separate projects: A Nationwide Template and an Automated 30+ Page Report
In today's data-driven landscape, designing scalable solutions is essential, especially for projects like a Nationwide Template and an Automated 30+ Page Report. To ensure reliability for non-technical users, selecting the right tool stack is crucial. For the Nationwide Template, consider the robustness of Power Query and VBA in a supportive environment, while evaluating Power Pivot/DAX for enhanced stability. For streamlined reporting, explore the industry standards for automating dynamic data transfers into formatted documents.
14 Machine Learning Projects for Beginners to Advanced (2026)
Embarking on a journey into machine learning can be both exciting and overwhelming. This article presents 14 carefully curated projects, organized by difficulty, that cater to everyone from beginners to advanced practitioners. Each project includes free datasets, starter code, time estimates, and valuable insights on how to enhance your work into a standout portfolio piece. By exploring these projects, you'll not only develop transferable skills but also create tangible results to impress hiring managers, empowering your career in this dynamic field.
Way to automate sending Excel screenshot to WhatsApp groups
Automating the process of sending Excel screenshots to WhatsApp groups can significantly streamline your daily workflow. By leveraging innovative tools and techniques, you can eliminate repetitive tasks such as filtering data, capturing images, and typing messages. Imagine effortlessly generating a text list of dispatch codes and exporting filtered tables as images, all while improving efficiency. This transformation not only saves time but also enhances productivity, allowing you to focus on what truly matters in your fleet management tasks.
Why do advanced users move from Power Query to Python for Excel automation?
As data workflows grow more complex, many advanced users find themselves transitioning from Power Query to Python for Excel automation. While Power Query excels in data cleaning, transformations, and merging tables, Python, especially with the pandas library, offers enhanced flexibility and control. This shift often stems from the need for advanced data manipulation, automation capabilities, and integration with other programming tools.
Is there a faster way to standardize hundreds of Excel files automatically?
Handling multiple Excel files that come with varying formats can be a frustrating bottleneck in your workflow. The manual cleanup often consumes more time than the actual analysis, leaving you searching for faster, more efficient solutions. Fortunately, advancements in AI-driven technology offer a way to automate standardization, transforming your data management process. In this discussion, we’ll explore effective techniques—from formulas and Power Query to macros and external automation tools—that can streamline your workflow and enhance productivity.
How to Become a Data Analyst (Step-By-Step Guide for 2026)
Navigating the path to becoming a data analyst can feel overwhelming, especially with advice ranging from mastering Excel to pursuing a master’s degree. The reality is more nuanced. Data analysts are crucial in transforming raw data into actionable insights, answering pivotal questions like why sales fluctuate or how customer behavior changes. This step-by-step guide for 2026 will clarify the essential skills, educational requirements, and practical experiences you need to thrive in this dynamic field.
This Week's /r/Excel Recap for the week of February 14 - February 20, 2026
As we navigate the evolving landscape of Excel, many users struggle with the limitations of legacy tools that hinder productivity. This week's /r/Excel recap highlights key discussions from February 14 to February 20, 2026, where users tackled pressing issues—from transforming paragraphs into data to automating SQL server queries. Dive into the top posts and comments that promise actionable insights and solutions, empowering you to enhance your Excel experience and drive greater efficiency in your workflows.
Best Machine Learning Certifications in 2026
In 2026, the landscape of machine learning certifications is more complex than ever, with countless options vying for your attention. Whether you’re transitioning into tech, expanding your developer toolkit, or seeking to elevate your existing data skills, choosing the right certification is crucial for proving your expertise. This guide will navigate through the best machine learning certifications available, highlighting what sets them apart and how they align with industry demands.
I over-engineered a Standalone Invoicing App in Excel 2003 using VBA ID-Locks & Hidden Sheets. 💼📊
Are your current invoicing solutions feeling outdated and cumbersome? Discover how I transformed Excel 2003 into a high-performance Project Manager optimized for German businesses, offering a cost-effective alternative to expensive subscription software. By leveraging advanced VBA logic, I created a seamless, standalone app experience that operates entirely offline—no monthly fees, just pure local automation. Dive into the details of this innovative tool, including UI locking and security features, and see how you can harness the power of legacy technology for modern needs.
Tools limited. How to automate multiple SQL server queries -> Excel workflow at work?
Are you feeling bogged down by the tedious process of manually reconciling thousands of accounts in Excel? You're not alone. Many professionals face the challenge of integrating multiple SQL Server queries into their workflows, often relying on outdated methods that consume valuable time. Fortunately, automating these tasks can transform your efficiency. In this discussion, we’ll explore practical steps to streamline your SQL to Excel workflow using tools like Power Query. Discover how to enhance your process and present impactful results to your managers.