Dataknobs – Trusted AI Platform for Financial Data Products

1. Cover Page

• Title: Dataknobs – Build, Govern, and Optimize AI Data Products
• Tagline: “Turn data into intelligent products — safely, fast, and at scale.”
• Background visual: abstract data network / circuit motif

2. Mission & Vision

Vision: To be the leading platform that empowers data teams to effortlessly create valuable and explainable data products.

Mission: To democratize data product development by providing an intuitive and scalable platform that accelerates innovation, ensures integrity, and fosters collaboration between humans and AI.

3. Dataknobs at a Glance

A unified suite for data product creation, governance, and optimization. It connects GenAI, agentic workflows, and cloud-native data engineering to deliver end-to-end intelligence.

Core Components:

4. KREATE – Rapid Creation Engine

Kreate is the creation factory of Dataknobs. It transforms data into signals, insights, and interactive experiences.

Core Capabilities:

• KreateDataProducts: Build structured data signals and APIs.
• KreateWebsites: Generate AI-optimized, self-evolving websites.
• KreateBots: Design domain-specific AI assistants with RAG and personalization.
• KreateCMS: Manage hybrid AI + human content with lineage tracking.

Key Benefits:

• Rapidly create data-driven web and AI products
• Cloud-native scalability and automation
• Seamless integration with Kontrols (governance) and Knobs (experimentation)

5. KONTROLS – Governance and Trust Layer

“Keep your AI systems compliant, predictable, and under control.”

Sub-Products:

• GateKeep: Filters unsafe or irrelevant inputs.
• Enforcer: Applies runtime policies and controls during execution.
• Shield: Moderates and sanitizes outputs for safety and brand trust.

Core Strengths:

• Multi-layered governance (input → runtime → output)
• Transparent auditing and lineage
• Integration hooks across LLMs, APIs, and agents

6. KNOBS – Experimentation and Optimization

“Understand before you optimize.”

Knobs empowers teams to experiment, observe, and improve model behavior safely.

Sub-Products:

• ABExperiment: Run structured A/B or multivariate tests for models and prompts.
• KnobScope: Trace and diagnose model or agent performance in real-time.
• ResultBench: Benchmark and evaluate performance quantitatively and qualitatively.

Value Proposition:

• Continuous feedback loops for AI performance
• Statistical rigor with human + LLM evaluation
• Integrated telemetry across experiments

7. Unified Value – The Data Product Factory

Dataknobs bridges the R&D vs. validation gap. It allows teams to move from raw data → insight → trusted AI product with built-in governance.

Why Customers Choose Dataknobs:

• Speed + Safety: Fast prototyping with full governance
• Unified Platform: One framework from creation to evaluation
• Explainability: Audit and lineage from prompt to output
• Scale: Cloud-native, modular, and enterprise-ready

8. Key Use Cases

• Complaint Management with AI
• Audit Sales & Collection Calls
• E-commerce Analysis
• Financial Planner AI Assistant
• Tax Research AI Assistant
• Stocks Earnings Call Momentum Scoring
• AI Twin for Data Centers