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matasoft.bsky.social
Matasoft
@matasoft.bsky.social
1.2K followers 5.5K following 1.8K posts
Fuzzy data matching, entity resolution, data science, data analytics
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matasoft.bsky.social
Matasoft @matasoft.bsky.social · Dec 30
Are you struggling with messy datasets? Look no further than Matasoft's cutting-edge fuzzy data matching, deduplication, and entity resolution services, expertly provided by Zlatko Matić.

#entity-resolution #EntityResolution #FuzzyMatch #fuzzy-match #fuzzy-matching

matasoft.hr/qtrendcontro...
Fuzzy data matching with QDeFuZZiner
matasoft.bsky.social
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. #RealDemo #AITools #AIFormula #SpreadsheetAI #AI #LLM #WebSearch #DataCategorization #DataMapping #TaxonomyMapping
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 22, 2026 at 9:59 PM
matasoft.bsky.social
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
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 22, 2026 at 9:54 PM
matasoft.bsky.social
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
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 21, 2026 at 10:07 PM
matasoft.bsky.social
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 #Spredy
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 21, 2026 at 9:09 PM
matasoft.bsky.social
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 #AI
www.linkedin.com/posts/mataso...
#humanpotential #automatetheboringstuff #aisolution #aiworkflow #aitools #aiformula #spreadsheetai #ai #llm #websearch #searxng #perplexityai #ollama #ollamacloud #taxonomy #attributeextraction… | Mat...
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 #AISolut...
www.linkedin.com
January 21, 2026 at 6:17 PM
Reposted by Matasoft
sungkim.bsky.social
Z AI’s GLM-4.7-Flash (open-weight)

30B MoE with 3B active LLM balances high performance with efficiency, making it the perfect lightweight deployment option.
January 20, 2026 at 3:29 PM
Reposted by Matasoft
ewindisch.bsky.social
my favorite local model is now available in a size more appropriate for a more typical mid-tier hardware: 30B-A3B MoE

This is more accessible to run with a large context & high precision than the big model. You can start with as little as 8GB of VRAM when quantized.

huggingface.co/zai-org/GLM-...
zai-org/GLM-4.7-Flash · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
huggingface.co
January 19, 2026 at 6:11 PM
Reposted by Matasoft
timkellogg.me
GLM-4.7-Flash — a 30B-A3B

Fits on a Macbook, does phenomenal on agentic & coding benchmarks

huggingface.co/zai-org/GLM-...
Benchmark GLM- 4.7- Flash Qwen3-30B-A3B-Thinking-2507 GPT- OSS- 20B AIME 25 91.6 85.0 91.7 GPQA 75.2 73.4 71.5 LCB v6 64.0 66.0 61.0 HLE 14.4 9.8 10.9 SWE-bench Verified 59.2 22.0 34.0 T2-Bench 79.5 49.0 47.7 BrowseComp 42.8 2.29 28.3
January 19, 2026 at 9:29 PM
Reposted by Matasoft
adinayakup.bsky.social
Zhipu just released a powerful lightweight option of GLM 4.7

✨ 30B total/3B active - MoE
huggingface.co/zai-org/GLM-...
January 19, 2026 at 4:30 PM
matasoft.bsky.social
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
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 19, 2026 at 10:33 PM
matasoft.bsky.social
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 #AI
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 19, 2026 at 9:08 PM
matasoft.bsky.social
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 #KillerApp #TimeSaver #DataHell #AISolution #AIWorkflow #AITools #AIFormula #SpreadsheetAI
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 19, 2026 at 6:15 PM
matasoft.bsky.social
"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

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 19, 2026 at 11:56 AM
matasoft.bsky.social
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
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 18, 2026 at 11:01 PM
matasoft.bsky.social
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
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 18, 2026 at 8:34 PM
matasoft.bsky.social
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
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 18, 2026 at 8:09 PM
matasoft.bsky.social
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
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 18, 2026 at 1:40 PM
matasoft.bsky.social
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 #AI

matasoft.hr/QTrendContro...
Products taxonomy classification with (Un)Perplexed Spready
January 18, 2026 at 12:33 PM
matasoft.bsky.social
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.
#AI #PerplexityAI #Ollama
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 18, 2026 at 10:36 AM
matasoft.bsky.social
AI is transforming spreadsheets from simple calculators into intelligent data partners. This article is a glimpse into that future, available today. #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
www.linkedin.com/posts/mataso...
#augmentedintelligence #humanai #businessai #efficiency #digitaltransformation #ai #llm #websearch #searxng #spreadsheetai #aitools #ollama #ollamacloud #perplexityai #aitools | Matasoft - Straight-fo...
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 #Human...
www.linkedin.com
January 18, 2026 at 10:31 AM
matasoft.bsky.social
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
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 17, 2026 at 8:49 PM
matasoft.bsky.social
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 #SpreadsheetAI #Ollama #OllamaCloud #AITools #AIFormula
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 17, 2026 at 7:24 PM
Reposted by Matasoft
skypilot.social
Stop doomscrolling to find people to interact with! #SkyPilot's Auto-Engage helps you find and like relevant posts in your niche automatically—and safely. Build awareness while you sleep!

#Bluesky #Growth #SocialMediaAutomation #MarketingTips #Promosky #ContentCreator #Success #BuildInPublic
How to Grow Your Reach With Auto-Engage
We all know the golden rule of social media growth: You have to give engagement to get engagement. If you sit back and wait for people to discover your posts, …
skypilot.social
January 16, 2026 at 3:45 PM
matasoft.bsky.social
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.
#AI #LLM #OllamaCloud

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 17, 2026 at 6:29 PM