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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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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.
matasoft.hr
#ai #llm #datacategorization #spreadsheetai #aitools #aiformula #PromptEngineering #glm4 #datamapping #attributeextraction #taxonomymapping #aireasoning #autonomousai #problemsolving #dataoutput #modelselection

"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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #datacategorization #spreadsheetai #aitools #aiformula #PromptEngineering #datamapping #attributeextraction #taxonomymapping #aireasoning #autonomousai #problemsolving #dataoutput

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #datacategorization #spreadsheetai #aitools #aiformula #datamapping #attributeextraction #taxonomymapping #aireasoning #autonomousai #problemsolving

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #datacategorization #spreadsheetai #aitools #aiformula #datamapping #attributeextraction #taxonomymapping #aireasoning #context

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…

Stop being a human VLOOKUP and copy/paste machine.

Stop being a human VLOOKUP and copy/paste machine. Your brain is for strategy, not searching column Z for the 1000th time. Delegate the drudgery to AI.
Matasoft - Straight-forward IT Solutions (www.linkedin.com)
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #futureofwork #aiformula #datamapping #attributeextraction #taxonomymapping #upskilling

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #futureofwork #aiformula #datamapping #attributeextraction #taxonomymapping #upskilling

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #nohype #realdemo

The article answers a critical question: "What does AI do for my business?" It provides a clear, replicable example of automating a high-volume, logic-based task. #BusinessValue #UseCase #Entrepreneur #PracticalTech #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #entrepreneur #practicaltech #businessvalue #UseCase

For SMEs without a data science team: This is your on-ramp to AI. Use the tools you know (spreadsheets) to solve problems you have (data chaos). #SME #Entrepreneur #PracticalTech #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #sme #entrepreneur #practicaltech

Data migration projects often fail in the tedious details. This case study shows a concrete method to automate the hardest part: semantic mapping between systems. #DataMigration #ProjectSuccess #AutomateTheBoringStuff #AISolution #AIWorkflow #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #aisolution #aiworkflow #automatetheboringstuff #datamigration #projectsuccess

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…

Stop being a human VLOOKUP and copy/paste machine.

Stop being a human VLOOKUP and copy/paste machine. Your brain is for strategy, not searching column Z for the 1000th time. Delegate the drudgery to AI.
Matasoft - Straight-forward IT Solutions (www.linkedin.com)
#ai #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #workflow #aiformula #datamapping #productivitytips #attributeextraction #taxonomymapping

Stop being a human VLOOKUP and copy/paste machine. Your brain is for strategy, not searching column Z for the 1000th time. Delegate the drudgery to AI. #HumanPotential #AutomateTheBoringStuff #AISolution #AIWorkflow #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #aisolution #aiworkflow #humanpotential #automatetheboringstuff

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.

"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.
Matasoft - Straight-forward IT Solutions (www.linkedin.com)
#ai #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #workflow #aiformula #datamapping #productivitytips #attributeextraction #taxonomymapping

The bottleneck isn't data; it's the time to understand data. This tool uses AI to bridge that gap, turning raw textual cell data into structured insight at scale. #Bottleneck #Insights #KillerApp #TimeSaver #DataHell #AISolution #AIWorkflow #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #Taxonomy #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #insights #aiformula #datamapping #attributeextraction #taxonomymapping #datahell #aisolution #killerapp #timesaver #aiworkflow #bottleneck

"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

matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #taxonomy #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #datahell #aisolution #killerapp #timesaver #aiworkflow

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #workflow #aiformula #datamapping #attributeextraction #taxonomymapping #datahell #aisolution

See how AI is moving from hype to hands-on tool in spreadsheet formulas. Then imagine what else you could automate. #Inspiration #CaseStudy #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #SearXNG #PerplexityAI #Ollama #OllamaCloud #AttributeExtraction #DataCategorization #DataMapping #TaxonomyMapping
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #inspiration #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #aiformula #datamapping #attributeextraction #taxonomymapping #casestudy

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
matasoft.hr/QTrendControl/inde…

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.
matasoft.hr
#ai #innovation #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #workflow #aiformula #datamapping #productivitytips #attributeextraction #taxonomymapping #bigpicture

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…

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.
matasoft.hr
#ai #llm #perplexityai #searxng #ollama #datacategorization #spreadsheetai #aitools #ollamacloud #webSearch #workflow #aiformula #datamapping #productivitytips #attributeextraction #taxonomymapping

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