Intelligent Software Systems & Product Roadmap.
Alongside our bespoke B2B engineering services, ORYNTRAVA develops modular software architectures for search intelligence, private knowledge RAG assistants, and business workflow automation.
Commercially Available Now: Custom Enterprise Implementations
All three architectures below—Search Intelligence pipelines, Custom RAG Assistants, and Business Automation workflows—are commercially available today as tailored engineering deployments integrated directly into your infrastructure.
Currently Under Development: Standalone Self-Serve SaaS Products
Our packaged, self-service multi-tenant SaaS consoles for instant API key provisioning are currently under active internal development and are not yet sold as off-the-shelf self-serve subscriptions.
ORYNTRAVA Search Intelligence API
Query intent analytics, intelligent product ranking, and CTR optimization via API.
An API-first search intelligence engine engineered with DuckDB, Python, and Scikit-learn to help e-commerce storefronts and digital catalogs analyze search behavior, improve product discovery, and dynamically optimize ranking based on click-through performance. Available today via custom engineering integration while our self-serve SaaS API console is under active development.
Core System Capabilities:
- Real-time & batch Search Query Analytics powered by DuckDB
- Scikit-learn Intelligent Product Ranking & CTR Optimization models
- Zero-result query detection & synonym expansion diagnostics
- REST API integration for existing e-commerce & catalog platforms
GET /v1/rank?q=inverter+ac+compressor+unit&segment=commercialRanked SKU Array + Dynamic Facet Suggestions + CTR Confidence Score
AI-Powered Business Assistants (Custom RAG Suite)
Domain-grounded RAG assistants trained on your private business knowledge.
Intelligent AI assistants built with Python, LLMs, LangChain, and Vector Databases that answer customer questions accurately from your proprietary documents, automate routine pre-sales and support conversations, and capture qualified B2B leads. Delivered today as tailored client deployments while our multi-tenant self-service workspace is under development.
Core System Capabilities:
- Private Knowledge Base ingestion (PDFs, service catalogs, policy docs)
- Vector Database semantic indexing & LangChain retrieval pipelines
- Automated conversational lead qualification & structured capture
- Custom Business Dashboard for transcript review & knowledge updates
"Do you provide annual HVAC chiller maintenance contracts in Dubai?"Grounded service explanation + Structured Facility Inquiry Capture
Intelligent Business Automation Suite
Modular automation connectors for lead routing, inquiry triage, and process digitalization.
A suite of intelligent workflow modules connecting high-performance Next.js digital platforms with AI classification, automated inquiry routing, and business reporting dashboards. Currently implemented as custom engineering solutions tailored to each organization’s operational stack, with standardized productized connectors under development.
Core System Capabilities:
- Automated B2B inquiry classification & priority routing
- Digital service request intake & validation workflows
- Cross-system webhook synchronization for CRM & operations
- Unified operational visibility & reporting interfaces
Incoming Web Consultation Form / Chatbot Lead PayloadQualified Lead Record + Instant Specialist Assignment
Live Architecture Workbench
Search Intelligence & CTR Optimization Simulator
Test how our DuckDB, Python, and Scikit-learn ranking logic resolves buyer intent compared to naive keyword search.
Interactive Retrieval Comparison: Lexical Keyword vs. ORYNTRAVA Hybrid Search API
Select a domain query below to inspect how query parsing, unit normalization, and Reciprocal Rank Fusion resolve complex B2B search intent.
"lightweight waterproof running jacket breathable men"Category: Running Jacket · Attributes: Waterproof, Breathable, Lightweight · Segment: Men
Waterproof -> Gore-Tex / DWR 10,000mm+ | Lightweight -> < 220g shell
DuckDB Query Log Analytics + Scikit-learn CTR Re-Ranking Model
Suboptimal Keyword Ordering (Low Historical CTR)
Standard keyword matching ranks heavy winter parkas or out-of-season items first simply because the word "waterproof" appears twice in the description.
Heavy Insulated Waterproof Winter Work Coat (950g)
Matched "waterproof" and "jacket" — Fails "lightweight running" intent; 1.1% historical CTR.
Lightweight Waterproof Running Waist Pack
Matched 3 keywords — Wrong product category (Accessory instead of Jacket).
CTR-Optimized & Intent-Verified Product Ranking
AeroShield 165g Ultralight Waterproof Membrane Running Jacket (Men)
Matches all technical attributes + highest historical query-to-purchase conversion in DuckDB telemetry.
StormPace Breathable Seam-Sealed Trail Running Shell (Men)
Expanded synonym "seam-sealed" to waterproof; boosted by positive click-through velocity.
Conversational AI Workbench
AI-Powered Custom RAG Assistant Inspector
Inspect how private knowledge base passages are retrieved from Vector Databases and synthesized with LangChain guardrails.
Enterprise RAG Pipeline & Citation Grounding Inspector
Inspect how ORYNTRAVA’s RAG Chatbot Solutions enforce role-based access control (ACL), retrieve verified passages, and bind inline citations.
User Inquiry: "Do your commercial HVAC maintenance contracts cover emergency chiller compressor diagnostics in Dubai?"
Step 1: Permission-Filtered Hybrid Retrieval Passages
Commercial MEP & HVAC Annual Maintenance Contract (AMC) Guide · Section 2.2 — Emergency Chiller & Cooling Plant Coverage
"Gold and Platinum Commercial AMC tiers include 24/7 emergency dispatch across Dubai and Abu Dhabi for chilled-water systems, compressor fault diagnostics, and refrigerant pressure stabilization with a 2-hour on-site response SLA."
Pre-Sales Qualification Protocol · Facility Scope Collection
"When a prospect inquires about commercial chiller maintenance, confirm facility location, cooling tonnage or number of chillers, and offer to schedule a site engineering inspection."
Step 2: Citation-Bounded Assistant Output
Yes. Under our **Gold and Platinum Commercial Annual Maintenance Contracts (AMC)** [KB-MAINT-SLA-04], we provide 24/7 emergency dispatch across Dubai and Abu Dhabi covering chiller compressor fault diagnostics and chilled-water stabilization with a **2-hour on-site response SLA**. To prepare a tailored AMC proposal or schedule a site inspection, could you share your facility location and the approximate cooling capacity (or number of chiller units)? [KB-LEAD-INTAKE-01]
Automated Verification & Guardrail Audit
- Private Knowledge Base GroundingVerified (Retrieved from KB-MAINT-SLA-04)
- Zero Hallucination CheckPassed (SLA terms & coverage regions strictly matched)
- Automated Lead Capture TriggerActive (Prompted for facility tonnage & contact details)
Need a Custom Deployment of Our Search or RAG Systems?
While our self-service SaaS platforms are under development, our engineering team deploys custom Search Intelligence APIs and RAG Assistants directly for enterprise clients.