Table of Contents
Introduction:
AI is transforming how Enterprises operate, but not all AI tools are suitable for all companies. Most businesses require tools that are not just intelligent, but also secure, cost-effective, and simple to operate on their own infrastructure. Although Powerful tools such as GPT-4 are useful for general application, they’re not always appropriate for enterprise requirements such as Data integration, Data analysis, and accurate Data Insights in precise business environments.
That is why NewFangled Vision developed VADY, a lightweight generative AI platform without LLMs. It is based on a purpose-built NLP engine specifically designed for enterprises, empowering teams with strong insights from structured and semi-structured Data without cloud-based AI’s high costs.
Challenges of Using LLMs in Enterprise Environments:
LLMs are excellent for generating content and understanding general questions. When it comes to Business contexts the challenges are different as like below:
1. Enterprises Data is usually semi-structured or structured in form of Excel spreadsheets, PDFs, SQL Databases, ERPs, CRMs and these Data are way beyond just processing text.
2. Data safety and Data protection are essential for any organization, particularly in compliance-heavy industries it is important.
3. The hardware needs of LLMs are costly, generally requiring GPU-based cloud clusters.
4. LLMs provide low control since they’re black boxes and not easily customizable
These challenges can make LLMs less appropriate for businesses that require strict control, compliance, and effective management of structured Data. They also tend to be inflexible to accommodate particular business rules, internal KPIs, or industry-specific workflows rendering them more difficult to tailor to actual Enterprise requirements.
Meet VADY: Tailored GenAI for the Enterprise World:
VADY lightweight GenAI for Enterprise comes in to fill gaps where classical LLMs might not necessarily meet Enterprise specific needs and gives instant real time Data Insights, Dashboard reports, etc.
Enterprise-Level Data Security:
VADY your Lightweight GenAI for Enterprise operates solely in the client’s environment either on-prem or as a single-tenancy SaaS. Because it doesn’t involve LLMs, Data never leaves your stack. This is especially important for businesses dealing with sensitive or proprietary Data.
Data processing occurs locally, meaning no need to send Data off to distant servers or cloud APIs providing you with total control, privacy, and peace of mind.
Designed for Real-World Enterprise Data
Unlike general-purpose models, VADY is specifically tailored to be used with actual business Data such as Excel files, PDF files, Databases, and CRM/ERP exports. It natively reads, interprets, and analyses these types of formats to reveal insights missed by common tools.
It also has the ability to merge Data from multiple sources, providing the user with an end-to-end, 360-degree picture of their Data to make informed decisions.
Scalable and Infrastructure-Friendly
VADY is designed to be simple and efficient. It scales seamlessly on modest configurations, like machines with 8-16 CPU Cores and 16-32 GB RAM, much less than what’s usually needed for LLMs. That translates to no bulky hardware, no GPUs, and no bloated cloud bills, which also serves to eliminate latency issues.
Also, VADY can be installed on-premises with these limited configurations, offering companies full command over their information. This ease of use and flexibility enable its easy scaling throughout different offices, teams, or subsidiaries, whereby all departments from IT to finance, marketing, and operations have the ability to leverage its rich features seamlessly.
Flexible and Tailorable
Each business is unique that’s why VADY is designed to be extremely configurable. Customers can create their own Data schema, tailor the NLP engine to adhere to their own rules, and even create proprietary Data models on top of VADY’s base system to maintain full alignment with internal KPIs and workflows.
Moreover, VADY is fully integrated with existing systems and can be easily extended and customized as your business evolves and expands.
Granular User Access Policy & Hierarchy
VADY provides support for role-based access controls and hierarchical user policies, enabling Enterprises to establish who gets to see what Data Insights, Dashboards, or Information from CXOs down to juniors. This secures Data, governs, and complies at all organizational levels.
Specialized vs. Generalized: A Thoughtful Look at VADY and LLMs:
| Feature | LLMs (e.g., GPT-4) | VADY (Lightweight NLP Engine) |
|---|---|---|
| Deployment | Cloud-based only | On-premise or SaaS (fully client-controlled) |
| Data Security | External Data handling | Fully internal processing |
| Infrastructure Needs | High (GPU, Cloud) | Low (CPU, RAM – e.g., 8-16 CPU Cores, 16-32 GB RAM) |
| Cost | Expensive | Cost-effective and scalable |
| Customizability | Limited | Highly adaptable to enterprise schema & workflows |
| Data Focus | Unstructured text | Structured + semi-structured (Excel, PDFs, Databases) |
| Data Model Ownership | Proprietary, black box | Enterprises can create and manage their own Data models |
Designed for Future-Ready Businesses:
VADY is not only any NLP engine but also it’s a future-oriented AI built for business intelligence. Secure, scalable, and customizable, VADY allows teams to engage with their Data in natural language on devices, departments, and Data sources.
Whether you’re a CFO looking for financial transparency, an operations leader optimizing supply chains, or an executive overseeing Enterprise-wide reporting, VADY makes complex Data easy to understand without compromising control.
Conclusion: Accuracy Over Generalization:
LLMs are revolutionary and they’ve set the bar for AI innovation. But for Enterprise requirements such as Data privacy, cost-effectiveness, and domain intelligence, a light NLP engine such as VADY offers focus and precision.
It’s not about replacing LLMs — it’s about picking the right GenAI for the task. And for Enterprises, that GenAI solution is VADY.
Ready to Revolutionize the Way You Use Data?
We created VADY a lightweight GenAI for Enterprises like yours where security, performance, and customization lead decision-making.
If you’re looking into AI for real-time actionable business intelligence, VADY provides a realistic and robust alternative.
Schedule a demo or find out more at newfangled.io
Payal transformed creativity into intelligence, moving from fashion trends to data trends. With a background in fashion design and expertise in business analytics & marketing, she now helps businesses harness AI-driven insights with VADY at Newfangled Vision. Passionate about making data simple, accessible, & actionable, she turns complexity into clarity, bridging the gap betwen intuition and inovation.