Generated by Rank Math SEO, this is an llms.txt file designed to help LLMs better understand and index this website. # BIS/Grooper ## Sitemaps - [XML Sitemap](https://bisok.com/sitemap_index.xml): Includes all crawlable and indexable pages. ## Posts - [Open Source Imajev-4B Jev Alternative vs. Qwen3.8-27B for Document Classification](https://bisok.com/blog/open-source-imajev-4b-jev-alternative-vs-qwen3-8-27b-for-document-classification/): We tested Imajev-4B, an open-source Jev alternative, against a 27B LLM for document classification: 98% agreement on decided docs, and one telling failure. - [You’re Paying for Their AI. Who Else Can See What You Build With It?](https://bisok.com/blog/own-your-ai-infrastructure/): A paid AI subscription became a fight over stolen research credit. See why owning your AI infrastructure removes that risk, and how BIS sizes it. - [How CacheBlend Improved the #1 Tokenomics Metric by 25x](https://bisok.com/blog/how-cacheblend-improved-the-top-tokenomics-metric-by-25x/): We realized that if there were a way to treat each file or method in a codebase as an independent block of context that could be recalled from cache anytime an agent needed it, regardless of order, the KV cache hit rate could easily skyrocket above 90%. Through our market analysis we found a technique called CacheBlend designed to do almost exactly that. And as of today, June 9, 2026, the vLLM developer preview documentation indicates that CacheBlend is available for some Llama and Qwen-based models like DeepSeek R1, DeepSeek v3.2, and Qwen 3, as part of their unified Cache Manager (UCM) architecture. - [F5 AI Security with Red Teaming](https://bisok.com/blog/f5-ai-security-with-red-teaming/): A hands-on software review after two days in the lab with F5's AI Security Suite featuring AI Guardrails, AI Red Team, and AI Remediate. - [Structured Data Improves AI Assistant Accuracy](https://bisok.com/blog/structured-data-improves-ai-assistant-accuracy/): Overcoming the challenges of building a chatbot with a highly complex document set. - [Unlock Smarter RAG: Hierarchical Chunking for Enterprise AI](https://bisok.com/blog/hierarchical-chunking-with-auto-merge-for-better-enterprise-rag/): Fixed-length chunking breaks enterprise RAG because it shreds the inherited structure that gives legal, regulatory, and code-based content its meaning. - [TurboQuant Breakthrough on EverPure’s FlashBlade](https://bisok.com/blog/turboquant-on-everpure-flashblade/): The result: smaller storage footprint, less network bandwidth, fewer GPUs per user, and HBM freed up for bigger models or longer contexts. - [Outsource Document Scanning Buyer’s Guide](https://bisok.com/blog/outsource-document-scanning-buyers-guide-2/): Compare document scanning service costs (3–12¢/page), vendor criteria, and compliance requirements. 40+ years scanning 50M+ records annually. - [The Fork in the Road for Enterprise AI Infrastructure](https://bisok.com/blog/the-fork-in-the-road-for-enterprise-ai-infrastructure/): NVIDIA Rubin breaks the air-cooling ceiling for 8-GPU servers. Why mid-market enterprises face a harder data center choice than hyperscalers and what to do. - [86,400 Seconds in a Day](https://bisok.com/blog/86400-seconds-in-a-day/): Real-time document processing is the new gold standard. Milliseconds matter. APIs everywhere. Instant results. Except… a lot of document workflows don’t actually fail because they’re slow. They fail because the data itself is wrong. - [Artificial Understanding?](https://bisok.com/blog/artificial-understanding/): Everyone in document automation keeps saying they’re AI-first. Here’s the thing though, I’ve watched a lot of AI-first projects quietly die after the demo. - [Opportunity AI vs. Efficiency AI](https://bisok.com/blog/opportunity-ai-vs-efficiency-ai/): When most companies think about adopting AI, their first instinct is usually to focus on Efficiency AI... the idea of using AI to automate existing processes, reduce costs, or eliminate repetitive work. At first glance, this seems like a low-risk, high-reward approach: you get more output without adding headcount, and theoretically, you save money while maintaining the status quo. - [How Does AI Learn? Compare Real-Life Examples](https://bisok.com/blog/how-does-ai-learn/): Uncover the truth behind the question 'how does AI learn?' Our examples will help you confirm or deny AI's bold claims in today's tech landscape. - [Microfilm vs Microfiche: Conversion Services and Differences](https://bisok.com/blog/microfilm-conversion-services/): Tired of manual data entry and its endless potential for human error? It's time to step into the future of document processing. AI-powered OCR is a game-changer, combining the power of artificial intelligence with traditional OCR to create an intelligent, adaptable, and highly accurate solution. - [The 4 Best Document Scanning Services in Oklahoma City](https://bisok.com/blog/best-document-scanning-services-companies-in-oklahoma/): We’re commonly asked “If we don’t choose you, who would you recommend for document scanning in Oklahoma City?” So we created a list of the 4 best in OKC. - [Outsource Document Scanning Buyer’s Guide](https://bisok.com/blog/outsource-document-scanning-buyers-guide/): We understand how important your records are to you. They preserve history, hold confidential information, represent years of transactions – they’re your job – and they cannot be replaced. - [The 4 Best Document Scanning Services in Oklahoma City](https://bisok.com/blog/document-scanning-services-oklahoma/): Discover the benefits of the top 4 document scanning services in Oklahoma. See how they can digitize your paper, microfilm, books, and much more. - [Digitizing Microfilm Guide: How to Do It Fast & Efficient](https://bisok.com/blog/guide-to-digitizing-microfilm/): Discover the 6 steps for efficiently digitizing microfilm and how an important U.S. federal agency digitized over 20 million microfiche cards in 1 year! ## Pages - [Thank You](https://bisok.com/thank-you/): In the meantime, Here is some other stuff to check out! - [Support](https://bisok.com/support/): Support Send us a message about your problem and we'll get back to you with a solution! - [Partners](https://bisok.com/it-modernization/partners/): Our key technology partnerships enable BIS to offer comprehensive solutions for digital transformation, ranging from document scanning and capture to cloud infrastructure and electronic signatures. - [Careers](https://bisok.com/careers/): At BIS, you’ll join a team of long‑tenured, highly skilled professionals who love solving hard problems and creating meaningful impact for our clients. - [Contact Us- AI Acceleration](https://bisok.com/contact-us-ai-acceleration/): Get an AI Acceleration solution today - [Contact Us- It Modernization](https://bisok.com/contact-us-it-modernization/): Get an IT modernization solution today! - [Contact Us – Digital Transformation](https://bisok.com/contact-us-digital-transformation/): Get a digital transformation solution today - [Events](https://bisok.com/events/): We're pretty busy here at BIS. - [Privacy Policy](https://bisok.com/privacy-policy/): This Privacy Policy defines, documents, communicates and assigns accountability for how BIS collects, uses and manages information submitted at this website. BIS does not sell user or client information. BIS is committed to respecting and protecting privacy rights while visiting www.bisok.com, www.grooper.com, Grooper University, BIS’s Grooper software user forum (“Grooper xChange”), BIS’s Grooper Wiki and BIS’s blogs, collectively “BIS’s website(s)” or simply “the website(s).” Unless otherwise posted on a specific webpage visited, this Privacy Policy explains your rights and expectations of privacy while visiting any webpage of the website. Subsidiaries and affiliated companies of BIS will have their own privacy statement posted on their specific websites, and may have different privacy practices. Note that any number of privacy laws may apply to this website, including U.S. laws such as California’s CCPA, Canada’s PIPEDA or Europe and the UK’s GDPR, and may depend upon what you are disclosing and where you are located or residing. BIS maintains the desire, systems, means and policies to comply with all such laws by meeting the strictest requirements of each. - [IT Modernization](https://bisok.com/it-modernization/): Build a more connected, secure, and productive organization with our comprehensive suite of IT hardware and software solutions. - [Smarter Systems. Stronger Outcomes.](https://bisok.com/): BIS builds the tools and systems that help organizations modernize, automate, and accelerate with confidence. - [AI Acceleration](https://bisok.com/ai-acceleration/): Get secure, sovereign AI with proven infrastructure, orchestration, and guardrails. Turn your data into measurable business outcomes with confidence. - [Digital Transformation](https://bisok.com/digital-transformation/): Bring Every Document Into the Digital Era. Digitize paper, microfilm, microfiche, books, and legacy media with unmatched image quality, complete chain of custody, and industry‑leading compliance. - [About Us](https://bisok.com/about/): Our History Makes the Difference - [Contact Us](https://bisok.com/contact/): Get a solution today - [Blog](https://bisok.com/blogs/)