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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 #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping
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The barrier to entry for powerful AI keeps falling. This demo combines accessible tools (spreadsheet, open models, cloud hosting) to solve a real business problem of products taxonomy classification on scale. The future is modular and affordable. #Accessibility #Tech #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud
linkedin.com/posts/matasoft-st…


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 #Ollama #OpenWebUI #Matasoft #SearXNG #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping
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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 #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping
linkedin.com/posts/matasoft-st…


Shoutout to Open WebUI. It's the sleek, self-hosted dashboard that makes interacting with these powerful models as easy as using ChatGPT, but with full control. See it enabling web search integration in AI-driven spreadsheet processing taxonomy classification task.
#OllamaCloud #UnPerplexedSpready #Ollama #OpenWebUI #Matasoft #SearXNG #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping

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Ollama Cloud deserves a spotlight. It lets you use top open-source models without a $10k GPU. Democratizing access to powerful AI is a win for everyone. See it in action in this AI-driven spreadsheet processing taxonomy classification task. #OllamaCloud #UnPerplexedSpready #Ollama #OpenWebUI #Matasoft #SearXNG #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping
matasoft.hr/QTrendControl/inde…


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 #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping
matasoft.hr/QTrendControl/inde…


The demo, showcasing products taxonomy classification with spreadsheet AI formula, used GLM-4.7, a model that excels at following complex instructions and tool use. Picking the right model for the job is part of the secret sauce. #ModelSelection #GLM4 #PromptEngineering #DataOutput #AutonomousAI #ProblemSolving #AIReasoning #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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"Return only categories... without any additional comments." This simple line in the prompt is crucial. It forces the AI into a "function mode," outputting data, not prose. Automate taxonomy classification with spreadsheet formulas embedding AI prompts. #PromptEngineering #DataOutput #AutonomousAI #ProblemSolving #AIReasoning #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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When the existing data was blank, the AI didn't fail. It used integrated tools to search the web, read product pages, and classify based on live information. Autonomous problem-solving. #AutonomousAI #ProblemSolving #AIReasoning #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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The AI wasn't just matching keywords. It understood that a "mid-century modern desk chair" belongs in both "Furniture / Office Chairs" AND "Furniture / Living Room." That's reasoning. #AIReasoning #Context #AITools #AIFormula #SpreadsheetAI #AI #LLM #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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This isn't about replacing jobs; it's about redefining roles. With help of AI prompts embedded in spreadsheet formulas, future data analyst spends less time cleaning and more time analyzing. #FutureOfWork #Upskilling #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
linkedin.com/posts/matasoft-st…


This isn't about replacing jobs; it's about redefining roles. With help of AI prompts embedded in spreadsheet formulas, future data analyst spends less time cleaning and more time analyzing. #FutureOfWork #Upskilling #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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Tired of "AI will change everything" with no examples? Here's one. A detailed, step-by-step walkthrough of AI solving a classic business data problem. #NoHype #RealDemo #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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Share this with the person in your organization who spends hours each week in spreadsheet hell. Show them there's a better way to deal with textual data processing, like attributes extraction, data categorization and taxonomy mapping. #Workflow #ProductivityTips #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
linkedin.com/posts/matasoft-st…


Share this with the person in your organization who spends hours each week in spreadsheet hell. Show them there's a better way to deal with textual data processing, like attributes extraction, data categorization and taxonomy mapping. #Workflow #ProductivityTips #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
linkedin.com/posts/matasoft-st…


"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 #TimeSaver #DataHell #AISolution #AIWorkflow #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping

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Spreadsheet hell is real. Endless manual lookups, inconsistent categorizations, and messy data. See how AI is being used to escape it. This demo shows the way out. #DataHell #AISolution #Workflow #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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We've shared many angles on this demo. The core idea is simple: AI can now handle the tedious 'figuring out' part of data work inside the world's most common data tool - a spreadsheet. That's huge. #BigPicture #Innovation #Workflow #ProductivityTips #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
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Share this with the person in your organization who spends hours each week in spreadsheet hell. Show them there's a better way to deal with textual data processing, like attributes extraction, data categorization and taxonomy mapping. #Workflow #ProductivityTips #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…


The barrier to entry for powerful AI keeps falling. This demo combines accessible tools (spreadsheet, open models, cloud hosting) to solve a real business problem of products taxonomy classification on scale. The future is modular and affordable. #Accessibility #Tech #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud

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ASK_LOCAL vs PERPLEXITY functions: (Un)Perplexed Spready offers different formulas for different needs—local/private models vs. commercial Perplexity AI API. Flexibility is built-in, choose your LLM model inside AI-driven spreadsheet formulas.
#ToolChoice #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud
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AI is transforming spreadsheets from simple calculators into intelligent data partners. This article is a glimpse into that future, available today. #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
linkedin.com/posts/matasoft-st…


For data analysts: Your job is evolving. Ai Tools like (Un)Perplexed Spready augment your skills, letting you manage complexity at a higher level. Embrace the change. #DataAnalyst #FutureSkills #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula
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A masterclass in AI-augmented work: combining a lookup table (taxonomy list) with reasoning (the LLM) and external verification (web search). A robust system design. #SystemDesign #AIArchitecture #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula
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Thinking about AI costs? This demo used GLM 4.7 model in Ollama Cloud, noted as a 'fraction of the cost' of commercial APIs. Effective AI doesn't have to break the bank. Utilize powerful AI-driven formulas in your spreadsheet, by neglible price.
#CostEffective #AIonABudget #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula

matasoft.hr/QTrendControl/inde…


This isn't just about furniture. The pattern applies to any domain: classifying support tickets, categorizing products, tagging research papers, standardizing customer addresses, sorting inventory. Endless uses for AI formulas in spreadsheets. #VersatileAI #UseCases #UnstructuredData #ETL #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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The "unstructured data" problem meets its match. AI excels at pulling meaning from messy product descriptions, notes, or fields and structuring it automatically. #UnstructuredData #ETL #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Scalability of AI-formula in a spreadsheet: A process that works for 50 items works identically for 50,000. AI-powered automation scales effortlessly, a critical advantage for growing businesses. #Scalability #Growth #DataAccuracy #Quality #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Augment your intelligence, don't replace it. This tool handles the laborious parts of data work, freeing you to focus on analysis, strategy, and creative problem-solving. #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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What's the ROI of AI? Start here: Automating a task like product categorization can save hundreds of hours of manual, error-prone work. This is tangible value. #ROI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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Democratizing AI: Tools like (Un)Perplexed Spready put powerful AI models into the hands of anyone who uses a spreadsheet, not just data scientists. #DemocratizingAI #LowCode #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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AI is transforming spreadsheets from simple calculators into intelligent data partners. This article is a glimpse into that future, available today. #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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