Data-Product Use Cases
📈 Earnings Momentum Score
Analyzes quarterly earnings transcripts and market data to compute a performance score. Tracks EPS growth, revenue guidance, and sentiment shifts over time.
⚖️ Regulatory Risk & Complaint Index
Monitors compliance and reputational risks from customer interactions. Aggregates complaints and regulatory mentions into a unified risk index for compliance teams.
🛒 E-Commerce Performance Score
Combines data from web traffic, checkout funnels, and sales metrics to build a composite score. Provides insights and recommendations to improve conversion and revenue.
💬 Customer Sentiment & Engagement Dashboard
Analyzes multi-channel feedback and survey data to visualize customer engagement and satisfaction scores across geographies and product lines.
💰 Tax Intelligence Assistant
Structures IRS documents, forms, and publications into a queryable knowledge base that provides accurate, reference-linked answers for financial teams.
AI Agents in Action
Stocks Assistant (Earnings Call Analysis)
KREATE: Agent parses and summarizes transcripts into structured KPIs and insights.
KONTROLS: Validates accuracy and ensures compliance before publishing.
KNOBS: Tests prompt variations and optimizes summarization models.
Complaint Management AI
KREATE: Converts voice/email data into categorized complaints.
KONTROLS: Redacts PII and enforces routing policy.
KNOBS: Monitors accuracy of classification and fine-tunes prompts.
Compliance Monitoring (Call Auditing)
KREATE: Transcribes and tags calls for risk keywords.
KONTROLS: Applies audit rules to ensure disclosures and detect violations.
KNOBS: Evaluates false positives and improves compliance models.
Tax Research Assistant
KREATE: Extracts structured data from IRS documents and enables query over tax knowledge.
KONTROLS: Ensures factual accuracy and source citations.
KNOBS: Runs experiments on retrieval performance and response quality.
Ecommcerce Monitoring Agent
KREATE: Extracts struc
KONTROLS: Ensures factual accuracy and source citations.
KNOBS: Runs experiments on retrieval performance and response quality.
AI Agent Lifecycle in Dataknobs
Agents build, govern, and optimize — closing the loop between data, compliance, and continuous learning.
Platform Architecture for Finance
KREATE
Rapidly build AI-powered dashboards, assistants, and portals. Integrate structured data, APIs, and documents to create explainable financial insights.
KONTROLS
Embed governance and compliance across every layer. Validate inputs, regulate runtime behavior, and certify AI outputs for trust and safety.
KNOBS
Experiment, diagnose, and improve models with measurable precision. Track performance and audit results across model versions.
Data Product Lifecycle Flow
From ingestion to deployment — each layer ensures performance, compliance, and continuous improvement.
Technical Architecture Overview
Dataknobs Stack
- UI Layer: Next.js, React
- Orchestration: Langchain
- AI Process Layer: OpenAI, Gemini, Azure OpenAI, Custom Models
- Data & Knowledge Layer: Vector DB, PostgreSQL, Storage Buckets, APIs
- Integration & APIs: CloudRun/App Service, Feeds for Finance, Stocks, Sports
- Security: OAuth, JWT, Compliance, Audit Trails
- Experimentation: ABExperiment.com Integration
- Infra: GCP, Azure, AWS (Cloud Agnostic)
Unified Feedback Loop — KREATE · KONTROLS · KNOBS
A governed feedback loop: KREATE builds → KONTROLS secures → KNOBS improves. Repeat continuously with telemetry‑driven tuning.
Security & Trust
Encryption • Access Control • SOC 2 • GDPR • ISO 27001 • Private & Public Cloud for Regulated Institutions