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                                                                                                                                                                3.8
                                                 
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                                                                                                                                                                4.2
                                                 
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| Reviews | 5 | 13 | 
| Category | Project Management | Project Management | 
| Description | 
                                         Battle-tested + highly modular vision infrastructure to convert PDFs, PPTs, Word, Excel, PNG, and JPEGs into LLM-ready data. We started by building lumina.sh - where we needed to parse ~600M pages of scientific literature. The researchers didn't care - but devs wanted our ingestion pipeline. So we built chunkr instead. We offer high quality layout analysis, OCR, bounding boxes, granular VLM controls, semantic chunking, and all the last mile engineering that goes into building standout AI applications. Common use-cases include RAG, and automating document workflows like invoices/medical reports -> database.  | 
                                                                    
                                         We are helping B2B companies reach the right leads with an AI sales agent custom trained on their knowledge. The goal is to reproduce the behavior of a sales top performers: - They know the product, the industry, the pain points, and the company's value proposition perfectly (trained on datas from your knowledge base, calls transcript, CRM...). - They will find the right leads, ready to buy, based on buying signals in the industry-specific channels (Linkedin, G2, Github...) or on the company's website visitors. That's exactly what the agent can do! Think of it as an expert SDR in your industry, ramp up in minutes.  | 
                                                            
| Website | https://chunkr.ai/ | https://www.topo.io/ | 
| Positives | 
                                                                                                                             "The team uses it daily. Essential for our operations." 
                                            
                                                Ms. Mae Will IV - 5/5
                                             
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                                                                                                                             "Has significantly improved our team's productivity." 
                                            
                                                Willard Cummerata - 5/5
                                             
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| Negatives | 
                                                                                                                             "Too complex for our needs. Not user-friendly." 
                                            
                                                Shaniya Gleason - 1/5
                                             
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                                                                                                                             "Customer support was slow to respond to our issues." 
                                            
                                                Prof. Cayla Beatty - 1/5
                                             
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| Details | View Full Review → | View Full Review → |