#UnPerplexedSpready
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matasoft.bsky.social
The spreadsheet is dead. Long live the intelligent spreadsheet. 2,751 products can't be wrong: matasoft.hr/QTrendContro... #FutureOfWork #Automation #AI #DataGovernance #LLM #ProductivityTools #UnPerplexedSpready
April 16, 2026 at 8:17 PM
matasoft.bsky.social
99.8% accuracy in taxonomy mapping. No training data required. Just AI reasoning in a cell. Furniture case study: matasoft.hr/QTrendContro...
#Accuracy #AI #DataGovernance #LLM #ProductivityTools #UnPerplexedSpready
April 12, 2026 at 1:06 PM
matasoft.bsky.social
Every data manager's nightmare: "We need to restructure our entire product taxonomy." Every data manager's dream: This solution: matasoft.hr/QTrendContro... #DataGovernance #AI #LLM #ProductivityTools #UnPerplexedSpready
April 10, 2026 at 9:04 PM
matasoft.bsky.social
Spreadsheets that think > Spreadsheets that calculate. 2,751 furniture products taxonomy categorization project proves the point. Case study: matasoft.hr/QTrendContro...
#ProductivityTools #UnPerplexedSpready #AI #Taxonomy #Classification #Categorization
April 10, 2026 at 6:32 AM
matasoft.bsky.social
Taxonomy classification migration is the silent killer of data team productivity. Until now. AI in spreadsheets changes everything: matasoft.hr/QTrendContro... #UnPerplexedSpready #DataManagement #Automation #Categorization #AI #Taxonomy
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
April 9, 2026 at 6:10 AM
matasoft.bsky.social
From 3 weeks of manual work to 30 minutes of AI computation. Taxonomy migration doesn't have to hurt. Case study: matasoft.hr/QTrendContro... #DataClassification #AI #UnPerplexedSpready #Productivity #SpreadsheetAI
April 7, 2026 at 6:29 AM
matasoft.bsky.social
Your spreadsheet can now browse Amazon & classify products autonomously. 2,751 furniture items mapped in minutes, not weeks. Future is here: matasoft.hr/QTrendContro... #UnPerplexedSpready #Productivity #AI
April 6, 2026 at 10:09 PM
matasoft.bsky.social
Think this is just for furniture? Swap the taxonomy list. This same method works for classifying legal documents, medical codes, support tickets, or academic papers. #Versatile #CrossDomain #OllamaCloud #UnPerplexedSpready #Ollama #OpenWebUI #Matasoft #SearXNG #AITools
matasoft.hr/QTrendContro...
matasoft.hr
February 5, 2026 at 12:03 AM
matasoft.bsky.social
This is a blueprint of establishing AI-driven spreadsheet processing using AI prompt embedded formulas. It shows how to integrate a front-end (spreadsheet), a model API (Ollama), and custom tools to solve a domain-specific problem. #OllamaCloud #UnPerplexedSpready #AI
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 28, 2026 at 4:56 PM
matasoft.bsky.social
The hero of intelligent spreadsheet data processing isn't just one tool. It's the ecosystem: (Un)Perplexed Spready, Ollama Cloud, Open WebUI, Matasoft Tools. Together, they create something greater.
#UnPerplexedSpready #Ollama #OpenWebUI #SearXNG #AITools #AIFormula
www.linkedin.com/posts/mataso...
#killerapp #timesaver #datahell #aisolution #aiworkflow #aitools #aiformula #spreadsheetai #ai #llm #websearch #searxng #perplexityai #ollama #ollamacloud #taxonomy #attributeextraction… | Matasoft - ...
"Just map these 20000 products to the new taxonomy category list." A simple request that kills a week or weeks. Not anymore. AI automation inside spreadsheets is here to handle it. #KillerApp #TimeSav...
www.linkedin.com
January 27, 2026 at 10:03 PM
matasoft.bsky.social
Ollama Cloud deserves a spotlight. It lets you use top open-source models without a $10k GPU. Access to powerful AI is a win for everyone. See it in action in this AI-driven spreadsheet processing taxonomy classification task. #OllamaCloud #UnPerplexedSpready
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
January 25, 2026 at 10:44 AM
matasoft.bsky.social
The hero of intelligent spreadsheet data processing isn't just one tool. It's the ecosystem: (Un)Perplexed Spready, Ollama Cloud, Open WebUI, Matasoft Tools. Together, they create something greater.
#UnPerplexedSpready #Ollama #OpenWebUI #Matasoft #SearXNG #AITools #AI
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 25, 2026 at 9:38 AM
matasoft.bsky.social
For AI tinkerers and developers: a deep dive into a functional stack that brings web-augmented, reasoning AI into a user-friendly application (a spreadsheet). Inspiring build! #Developers #AIProjects #Ollama #OllamaCloud #UnPerplexedSpready #AI #LLM #WebSearch #SearXNG
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 13, 2026 at 9:25 PM
matasoft.bsky.social
The integration of these tools (Open WebUI, web search, LLM, spreadsheet) creates a seamless "AI analyst" workflow. The article shows the end result of this powerful combo. #Integration #WorkflowAutomation #CloudAI #HybridAI #Ollama #OllamaCloud #UnPerplexedSpready #AI
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 13, 2026 at 5:29 PM
matasoft.bsky.social
Why choose between local privacy and cloud power? Ollama Cloud offers both. This demo shows how to leverage scalable cloud models in Ollama Cloud for heavy spreadsheet AI-driven processing. #CloudAI #HybridAI #Ollama #OllamaCloud #UnPerplexedSpready
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 11, 2026 at 9:19 PM
matasoft.bsky.social
The case study that's causing data teams to re-evaluate their entire tool stack. Join them: matasoft.hr/QTrendContro...

#ToolStack #AI #LLM #DataTransformation #TaxonomyClassification #Taxonomy #ProductTaxonomy #FutureOfWork #AIFormulas #UnPerplexedSpready #WebResearch #SpreadsheetAI #DataAnalysis
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
January 11, 2026 at 5:23 PM
matasoft.bsky.social
The taxonomy project you keep pushing to next quarter? AI can do it this afternoon, in (Un)Perplexed Spready. Schedule it: matasoft.hr/QTrendContro...

#AI #LLM #DataTransformation #TaxonomyClassification #Taxonomy #ProductTaxonomy #FutureOfWork #AIFormulas #UnPerplexedSpready #WebResearch #BI
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 10, 2026 at 8:58 AM
matasoft.bsky.social
From data chaos to taxonomy clarity. Before/after in one spreadsheet: matasoft.hr/QTrendContro... #BeforeAfter #DataTransformation #FutureOfWork #AIFormulas #UnPerplexedSpready #AI #LLM #WebResearch #SpreadsheetAI #DataAnalysis #DataCategorization #DataExtraction #DataClassification #DataAnalysis
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
January 9, 2026 at 10:13 PM
matasoft.bsky.social
The task: "Map this product to this list of categories." Simple for a human,  when 10 rows, becomes tedious for thousands of rows. This article demonstrates automating it with AI, combining existing data with reasoning and web research. #DataMapping #AIProductivity
www.linkedin.com/posts/mataso...
#llms #glm4 #aiprogress #aiautomation #webscraping #webresearch #automation #unperplexedspready #opensourcellm #retail #taxonomy #ai #llm #spreadsheetai #dataanalysis #datacategorization… | Matasoft -...
GLM-4.7 is the best open-source LLM model so far! See it in action in spreadsheet formula taxonomical products classification with (Un)Perlexed Spready (in combination with Ollama, Open WebUI, SearXNG...
www.linkedin.com
January 8, 2026 at 7:50 PM
matasoft.bsky.social
Product categorization is a perfect task for AI. This article details the exact prompt and spreadsheet formula used to get an AI to map products between two different hierarchical taxonomy systems. #PromptEngineering #WebScraping #WebResearch #Automation #glm-4.7 #AI
www.linkedin.com/posts/mataso...
#datamapping #aiproductivity #dataquality #productinfo #hierarchicaldata #datamodeling #aiautomation #webscraping #webresearch #automation #unperplexedspready #opensourcellm #retail #taxonomy #ai… | M...
The task: "Map this product to this list of categories." Simple for a human, when 10 rows, becomes tedious for thousands of rows. This article demonstrates automating it with AI, combining existing d...
www.linkedin.com
January 8, 2026 at 5:53 PM
matasoft.bsky.social
The beauty of advanced LLMs? They understand intent even with typos. The article's prompt had errors, but GLM-4.7 executed the taxonomy mapping flawlessly. #LLMs #GLM4 #AIProgress #AIautomation #WebScraping #WebResearch #Automation #UnPerplexedSpready #OpenSourceLLM

matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 7, 2026 at 3:10 PM
matasoft.bsky.social
From manual lookups to autonomous web research and automated taxonomy list lookup. The evolution of data work in one spreadsheet AI case study: matasoft.hr/QTrendContro...

#FutureOfWork #AIFormulas #UnPerplexedSpready #AI #LLM #WebResearch #SpreadsheetAI #DataAnalysis #DataCategorization #BI
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
January 6, 2026 at 10:06 PM
matasoft.bsky.social
"We tried AI before—it didn't work." You tried the wrong AI or wrong tool. This works - you can utilize AI prompt in spreadsheet formulas, in order to perform data extraction, enrichment or classification. Evidence: matasoft.hr/QTrendContro...
#UnPerplexedSpready #AI #LLM #WebResearch #SpreadsheetAI
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, combined with SearXNG, Matasoft Web Search tool and Ollama Cloud provided GLM-4.7 LLM model, can perform advanced AI-driven mapping and categorization of products to appropriate hierarchical product taxonomy.
matasoft.hr
January 6, 2026 at 7:41 PM
matasoft.bsky.social
AI doesn't replace analysts. It frees them from soul-crushing taxonomy work. Celebrate: matasoft.hr/QTrendContro... #HumanAI #JobSatisfaction #ToolUpgrade #CostSavings #WebScraping #Automation #glm-4.7 #glm #UnPerplexedSpready #OpenSourceLLM #Performance #Retail #Taxonomy #AI #LLM #WebResearch
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 6, 2026 at 5:11 PM
matasoft.bsky.social
Product categorization is a perfect task for AI. This article details the exact prompt and spreadsheet formula used to get an AI to map products between two different hierarchical taxonomy systems. #PromptEngineering #WebScraping #Automation #UnPerplexedSpready #AI #LLM
matasoft.hr/QTrendContro...
An example of using (Un)Perplexed Spready in a real life use case - Furniture catalog taxonomy classification
AI-driven spreadsheet software (Un)Perplexed Spready automates complex data tasks by integrating advanced AI models directly into spreadsheets. This article demonstrates how (Un)Perplexed Spready, com...
matasoft.hr
January 6, 2026 at 12:00 PM