Private AI
Private AI
AI for FinanceDeepSeek for Financial Spreadsheets: Powerful, But Should You Upload Private Excel Data?
Finance teams want AI for variance analysis, forecasts, and reports. Before uploading spreadsheets to DeepSeek or any AI tool, understand the privacy and governance tradeoffs.
Ruby •
AI Data AnalysisHow to Build a Private AI Data Analysis System for Enterprise Teams
Enterprise teams want ChatGPT for company data, but a chatbot is not enough. A private AI analyst needs governed access, deterministic computation, citations, and auditability.
Ruby •
Data PrivacyLocal LLM vs Public API for Sensitive Excel Data: How to Choose
Sensitive spreadsheets need more than a model choice. This guide compares local LLMs, public APIs, enterprise AI services, and private deployments for Excel data.
Ruby •
AI DeploymentOn-Prem AI Spreadsheet Architecture: From LLM Endpoint to Governed Analysis
An on-prem AI spreadsheet system is more than a self-hosted LLM. This guide shows the architecture needed to turn a private model endpoint into governed spreadsheet analysis.
Ruby •
AI DeploymentCan Llama Analyze Spreadsheets Privately? A Practical Guide for Enterprise Teams
Llama can be part of a private AI spreadsheet analyst, but the model is only one layer. This guide explains parsing, deterministic computation, citations, governance, and where a workflow layer fits.
Ruby •
AI DeploymentHow to Build an On-Prem AI Spreadsheet Analyst with Qwen
Qwen is attractive for private spreadsheet workflows because of its coding, math, and tool-use strengths. This guide explains how to turn it into a governed on-prem AI analyst.
Ruby •
AI DeploymentHow to Use an Excel AI Agent Without Exposing Confidential Spreadsheets
A practical guide for teams with sensitive Excel files: how to use a private Excel AI Agent for finance reports, sales exports, inventory sheets, and internal analysis without sending confidential data outside your environment.
Ruby •
AI DeploymentHow to Run DeepSeek-V4-Flash as a Private AI Server for Internal Spreadsheet Analysis
A practical guide for teams evaluating private AI: deploy DeepSeek-V4-Flash on your own GPU server, expose a secure internal API, and use it for spreadsheet analysis workflows.
Ruby •