# Neeve > Neeve is an enterprise AI engineering company. It identifies, designs, builds, and operates AI-powered solutions to real business problems. Neeve is not a consulting firm and not a systems integrator. The same bundle is served at neeveresearch.com and xplatform.com. Neeve is an affiliate of N5, not a division of it. ## Homepage - [Neeve homepage](https://neeveresearch.com/): The problem-first premise, the three ways AI creates value (AI builds systems, AI powers systems, AI operates systems), the business-problem-first philosophy, the three activities (Discover, Build, Operate), industries served, anonymized outcomes, the engagement process (Assessment → Pilot → Build or Migrate → Production), continuity for existing X Platform customers, and a closing Explore the platform section linking Rumi, Sutra, and X Platform. Neeve is an affiliate of N5; the relationship shows up through the capabilities Neeve brings rather than as a section of its own. ## Enterprise AI engineering (definition) Enterprise AI engineering is the discipline of applying AI across three dimensions of an enterprise system: how it is built (the engineering of the system), how it behaves (the intelligence inside the system), and how it is operated (the running of the system in production). The three dimensions are independent. A system can be built with AI and operated by people, or built conventionally and powered by agents. Most enterprises need one or two of the three rather than all of them. Working out which is a business and solution assessment rather than a technology choice, and the objective is never to put AI everywhere. - **AI builds systems** — AI changes how enterprise systems are engineered. It applies across design, implementation, testing, and evolution. Business value is accelerated engineering, consistent architectures, faster time to market, and significantly lower development cost. Why Neeve: it brings Sutra, the AI system design and development agent, into engagements where it creates meaningful advantage. - **AI powers systems** — AI changes how enterprise systems behave. Intelligent agents are embedded in the solution itself. Business value is intelligent automation, better decisions, better customer experiences, and new business capabilities. Why Neeve: it applies AI here where it creates measurable business value, not because AI is available. The business problem decides, not the technology. - **AI operates systems** — AI changes how production systems are operated. Monitoring, diagnostics, optimization, deployment, and incident response move from AI-assisted to increasingly autonomous. Business value is lower operational cost, reduced MTTR, higher reliability, and continuous optimization. Why Neeve: it brings MCP servers and AI Ops agents into customer environments, and it uses them itself to operate production systems rather than only recommending them. ## Systems Five anonymized records of real systems built on Rumi and X Platform across capital markets, banking, advertising, and hospitality. - [Systems hub](https://neeveresearch.com/systems/): Index page introducing the five system records. - [Equity Trading Transformation](https://neeveresearch.com/systems/equity-trading.html): Electronic equities trading at a global investment bank. ~$50M/yr cost reduction, 10× throughput (60× during Covid volatility), 200+ → 6 servers in the OMS footprint, full legacy retirement in under 3 years. - [Funds Authorization](https://neeveresearch.com/systems/funds-authorization.html): Cloud funds authorization at a banking core ISV. 25 → 1,364 transactions per CPU core (55×), 300+ ms → 5 ms latency, $1M → $9k annual AWS cost at 60,000 req/sec, 300 → 4 servers. - [Exposure Monitor](https://neeveresearch.com/systems/exposure-monitor.html): Consolidated risk monitoring at a global hedge fund. <50µs wire-to-wire tally latency (20× improvement), ~6M orders/sec sustained, two servers total, three months to first deployment. - [Real-Time Ad Bidding](https://neeveresearch.com/systems/ad-bidding.html): Bid resolution at an ad exchange. 1.4 ms end-to-end across 8 message hops, three commodity servers for the full mesh, zero data loss through deliberate failover. - [Value-Based Pricing](https://neeveresearch.com/systems/hospitality-pricing.html): Personalized pricing at a Fortune 500 hospitality operator. 25× loyalty-driven revenue within 9 months, 20,000 personalized rates per second, 1 ms pricing budget including customer and channel data. ## Full Technical Case Studies (PDF) - [Equity Trading Digital Transformation](https://neeveresearch.com/assets/case-studies/n5-rumi-ib-digital-transformation.pdf): N5 Technologies technical paper. - [Funds Authorization in Banking](https://neeveresearch.com/assets/case-studies/n5-rumi-funds-authorization.pdf): N5 Technologies technical paper. - [Consolidated Risk · Exposure Monitor](https://neeveresearch.com/assets/case-studies/n5-rumi-hf-consolidated-risk.pdf): N5 Technologies technical paper. - [Real-Time Ad Bidding](https://neeveresearch.com/assets/case-studies/n5-rumi-ad-bidding.pdf): N5 Technologies technical paper. - [Value-Based Pricing in Hospitality Systems](https://neeveresearch.com/assets/case-studies/n5-hospitality-gaming-value-based-pricing.pdf): N5 Technologies technical paper. ## Legal - [Terms of Use and Privacy Policy](https://neeveresearch.com/legal.html): Legal terms for Neeve. ## Related sites - [Rumi](https://www.rumi.systems): The No-DB Application Platform for building high-performance distributed enterprise systems, developed by N5. - [Rumi AI Expert](https://assistant.rumi.systems): Interactive AI expert for Rumi. - [Sutra](https://sutra.n5corp.ai): The AI system design and development agent for engineering enterprise systems, developed by N5. - [X Platform AI Expert](https://assistant.xplatform.com): Interactive AI expert for X Platform, linked from the Explore the platform section. - [N5 Technologies](https://n5corp.com): Affiliated company, not a parent. N5 develops the platforms and owns the IP, including Sutra, Rumi, the operational AI agents, and the MCP servers. Neeve engages customers, delivers solutions, and licenses Rumi and Sutra as an authorized commercial channel.