Portfolio & Use Cases
Architecture
in Practice
Real enterprise deployments. Measurable outcomes. Every case study demonstrates the Wandril Framework in action.
LegacyStream AI
Connecting Enterprise Business Software & Databases to Large Language Models
LegacyStream AI is Wandril's proprietary framework for bridging the gap between enterprise business software, databases, and modern AI language models. It enables organizations to query decades of operational data using natural language — without replacing or migrating existing systems.
The Challenge
Decades of data. Zero AI accessibility.
Enterprise organizations running business software — ERP, CRM, HRMS, and custom databases — accumulate years of critical operational data: procurement records, financial transactions, inventory movements, HR data. This data is structured, reliable, and valuable. But it is locked behind complex schemas that only trained administrators can navigate.
Business leaders cannot query it. AI models cannot understand it. The result: strategic decisions are made on summaries and reports — not on the full depth of available intelligence.
The Wandril Solution
LegacyStream: The bridge layer.
LegacyStream AI constructs a semantic layer on top of your enterprise data — translating your schema into a format that LLMs can reason over. Using a custom API gateway and RAG pipeline, we enable natural language querying of live business data across any software platform.
No data migration. No system replacement. No disruption to existing operations. Just intelligence — layered on top of what you already have.
Technical Architecture
Data Layer
- Business Software (ERP, CRM, HRMS)
- Enterprise Databases
- Legacy Systems
- REST Data Services
AI Layer
- Large Language Models (LLM)
- Retrieval-Augmented Generation (RAG)
- Semantic Search
- Agentic Orchestration
Integration
- API Gateway
- Custom ETL Pipelines
- Real-time Data Sync
- Schema Normalization
Output
- Natural Language Querying
- Automated Report Generation
- Decision Support Agents
- Executive Dashboards
Business Impact
ROI is the only metric
that matters.
LegacyStream AI delivers measurable returns within the first quarter of deployment. By eliminating manual data extraction, reducing reporting cycles, and enabling autonomous decision support, organizations reclaim thousands of analyst hours annually — redirecting human expertise to higher-value strategic work.
Eliminate manual query dependency for business users
Enable C-suite natural language data access
Automate routine reporting and exception flagging
Reduce time-to-insight from days to seconds
Preserve existing software investment — no migration required